@misc{kerner2024ftw,
  title = {{Fields of The World}: A Machine Learning Benchmark Dataset For Global Agricultural Field Boundary Segmentation},
  author = {Kerner, Hannah and Chaudhari, Snehal and Ghosh, Aninda and Robinson, Caleb and Ahmad, Adeel and Choi, Eddie and Jacobs, Nathan and Holmes, Chris and Mohr, Matthias and Dodhia, Rahul and Ferres, Juan M. Lavista and Marcus, Jennifer},
  author+an = {7=highlight},
  journal = {arXiv},
  volume = {2409.16252},
  archiveprefix = {arXiv},
  primaryclass = {cs.CV},
  eprint = {2409.16252},
  pdf = {https://arxiv.org/pdf/2409.16252},
  month = sep,
  year = {2024},
  project = {https://fieldsofthe.world/}
}

@misc{xiong2024groundingbooth,
  author = {Xiong, Zhexiao and Xiong, Wei and Shi, Jing and Zhang, He and Song, Yizhi and Jacobs, Nathan},
  title = {{GroundingBooth}: Grounding Text-to-Image Customization},
  journal = {arXiv},
  volume = {2409.08520},
  archiveprefix = {arXiv},
  project = {https://groundingbooth.github.io/},
  month = sep,
  author+an = {6=highlight},
  primaryclass = {cs.CV},
  eprint = {2409.08520},
  pdf = {https://arxiv.org/pdf/2409.08520},
  year = {2024}
}

@misc{qiao2024mcpdepth,
  author = {Qiao, Feng and Xiong, Zhexiao and Zhu, Xinge and Ma, Yuexin and He, Qiumeng and Jacobs, Nathan},
  title = {{MCPDepth:} Omnidirectional Depth Estimation via Stereo Matching from Multi-Cylindrical Panoramas},
  journal = {arXiv},
  volume = {2408.01653},
  archiveprefix = {arXiv},
  month = aug,
  author+an = {6=highlight},
  primaryclass = {cs.CV},
  eprint = {2408.01653},
  pdf = {https://arxiv.org/pdf/2408.01653},
  year = {2024}
}

@misc{xiong2024mvps,
  annotation = {remote_sensing},
  title = {Mixed-View Panorama Synthesis using Geospatially Guided Diffusion},
  author = {Xiong, Zhexiao and Xing, Xin and Workman, Scott and Khanal, Subash and Jacobs, Nathan},
  year = {2024},
  eprint = {2407.09672},
  month = jul,
  archiveprefix = {arXiv},
  author+an = {5=highlight},
  pdf = {https://arxiv.org/pdf/2407.09672},
  primaryclass = {cs.CV}
}

@misc{sastry2023ldsdm,
  title = {{LD-SDM}: Language-Driven Hierarchical Species Distribution Modeling},
  author = {Sastry, Srikumar and Xing, Xin and Dhakal, Aayush and Khanal, Subash and Ahmad, Adeel and Jacobs, Nathan},
  month = dec,
  year = {2023},
  eprint = {2312.08334},
  pdf = {https://arxiv.org/pdf/2312.08334.pdf},
  archiveprefix = {arXiv},
  primaryclass = {cs.CV}
}

@inproceedings{sarkar2024gomaageo,
  annotation = {spotlight,remote_sensing,localization},
  title = {{GOMAA-Geo}: GOal Modality Agnostic Active Geo-localization},
  author = {Sarkar, Anindya and Sastry, Srikumar and Pirinen, Aleksis and Zhang, Chongjie and Jacobs, Nathan and Vorobeychik, Yevgeniy},
  year = {2024},
  month = dec,
  day = {9},
  booktitle = {Neural Information Processing Systems (NeurIPS)},
  eprint = {2406.01917},
  archiveprefix = {arXiv},
  thumbnail = {/thumbnails/gomaa.jpg},
  author+an = {5=highlight},
  pdf = {https://arxiv.org/pdf/2406.01917},
  code = {https://github.com/mvrl/GOMAA-Geo},
  primaryclass = {cs.CV}
}

@inproceedings{SastryClimSatDiff,
  author = {Sastry, Srikumar and Ahmad, Adeel and Dhakal, Aayush and Khanal, Subash and Xing, Eric and Jacobs, Nathan},
  title = {{ClimSatDiff}: Synthesizing the Earth's Surface Conditioned on Climatic Variables using Diffusion Models},
  booktitle = {American Geophysical Union (AGU) Fall Meeting Abstracts},
  month = dec,
  year = {2024}
}

@inproceedings{AhmadCanopyMapping,
  author = {Ahmad, Adeel and Dhakal, Aayush and Sastry, Srikumar and Khanal, Subash and Xing, Eric and Jacobs, Nathan},
  title = {Improved Canopy Vertical Structural Diversity Mapping Across Varied Topographies Using Deep Learning Techniques},
  booktitle = {American Geophysical Union (AGU) Fall Meeting Abstracts},
  month = dec,
  year = {2024}
}

@inproceedings{kerner2024ftwagu,
  author = {Kerner, Hannah Rae and Chaudhari, Snehal and Robinson, Caleb and Ghosh, Aninda and Ahmad, Adeel and Choi, Eddie and Jacobs, Nathan and Holmes, Christopher and Mohr, Matthias and Marcus, Jennifer},
  title = {{Fields of The World (FTW!)}: A New Machine Learning Dataset for Agricultural Field Boundary Segmentation on Four Continents},
  booktitle = {American Geophysical Union (AGU) Fall Meeting Abstracts},
  month = dec,
  year = {2024}
}

@inproceedings{nascimento2024sifting,
  author = {Nascimento, Jos\'e and Jacobs, Nathan and Rocha, Anderson},
  booktitle = {IEEE International Workshop on Information Forensics and Security (WIFS)},
  title = {Interactive Event Sifting using Bayesian Graph Neural Networks},
  author+an = {2=highlight},
  month = dec,
  day = {2},
  year = {2024},
  eprint = {2410.05359},
  archiveprefix = {arXiv},
  pdf = {https://arxiv.org/pdf/2410.05359},
  primaryclass = {cs.CV}
}

@inproceedings{lanier2024learning,
  title = {Learning Interpretable Policies in Hindsight-Observable {POMDP}s through Partially Supervised Reinforcement Learning},
  author = {Lanier, Michael and Xu, Ying and Jacobs, Nathan and Zhang, Chongjie and Vorobeychik, Yevgeniy},
  booktitle = {IEEE International Conference on Machine Learning and Applications},
  year = {2024},
  eprint = {2402.09290},
  month = dec,
  day = {18},
  author+an = {3=highlight},
  archiveprefix = {arXiv},
  pdf = {https://arxiv.org/pdf/2402.09290},
  primaryclass = {cs.LG}
}

@inproceedings{SastryLDSDM,
  author = {Sastry, Srikumar and Xing, Xin and Dhakal, Aayush and Khanal, Subash and Ahmad, Adeel and Jacobs, Nathan},
  title = {{LD-SDM}: Language-Driven Hierarchical Species Distribution Modeling},
  booktitle = {American Geophysical Union (AGU) Fall Meeting Abstracts},
  month = dec,
  year = {2024}
}

@inproceedings{ShenEnhancingPM,
  author = {Shen, Siyuan and van Donkelaar, Aaron and Jacobs, Nathan and Li, Chi and Martin, Randall V},
  title = {Enhancing Estimation of Fine Particulate Matter Species Concentrations over North America by Including Geophysical a priori Information in Deep Learning},
  booktitle = {American Geophysical Union (AGU) Fall Meeting Abstracts},
  month = dec,
  year = {2024}
}

@inproceedings{khanal2024psm,
  annotation = {remote_sensing,spotlight},
  author = {Khanal, Subash and Xing, Eric and Sastry, Srikumar and Dhakal, Aayush and Xiong, Zhexiao and Ahmad, Adeel and Jacobs, Nathan},
  thumbnail = {/thumbnails/psm.jpg},
  booktitle = {ACM Multimedia},
  title = {{PSM}: Learning Probabilistic Embeddings for Multi-scale Zero-shot Soundscape Mapping},
  author+an = {7=highlight},
  pdf = {https://arxiv.org/pdf/2408.07050},
  eprint = {2408.07050},
  archiveprefix = {arXiv},
  primaryclass = {cs.CV},
  month = oct,
  day = {28},
  year = {2024}
}

@inproceedings{skean2024frossl,
  annotation = {spotlight},
  thumbnail = {/thumbnails/frossl.jpg},
  title = {{FroSSL}: Frobenius Norm Minimization for Self-Supervised Learning},
  author = {Skean, Oscar and Dhakal, Aayush and Jacobs, Nathan and Giraldo, Luis Gonzalo Sanchez},
  booktitle = {European Conference on Computer Vision (ECCV)},
  year = {2024},
  eprint = {2310.02903},
  pdf = {https://arxiv.org/pdf/2310.02903.pdf},
  month = oct,
  day = {1},
  author+an = {3=highlight},
  archiveprefix = {arXiv},
  primaryclass = {cs.LG}
}

@article{hormozabad2024,
  author = {Hormozabad, Sajad Javadinasab and Jacobs, Nathan and Soto, Mariantonieta Gutierrez},
  title = {Reinforcement Learning for Integrated Structural Control and Health Monitoring},
  journal = {Practice Periodical on Structural Design and Construction},
  doi = {10.1061/PPSCFX.SCENG-1455},
  volume = {29},
  number = {3},
  month = aug,
  year = {2024},
  author+an = {2=highlight}
}

@inproceedings{jain2024align,
  annotation = {remote_sensing},
  author = {Jain, Pallavi and Marcos, Diego and Ienco, Dino and Interdonato, Roberto and Dhakal, Aayush and Jacobs, Nathan and Berchoux, Tristan},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  title = {Aligning Geo-Tagged {CLIP} Representations and Satellite Imagery for Few-Shot Land Use Classification},
  author+an = {6=highlight},
  month = jul,
  note = {(oral)},
  year = {2024}
}

@inproceedings{dhakal2024bind,
  annotation = {remote_sensing},
  author = {Dhakal, Aayush and Khanal, Subash and Sastry, Srikumar and Ahmad, Adeel and Jacobs, Nathan},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  title = {{GeoBind}: Binding text, image, and audio through satellite images},
  author+an = {5=highlight},
  eprint = {2404.11720},
  archiveprefix = {cs.CV},
  pdf = {https://arxiv.org/pdf/2404.11720.pdf},
  month = jul,
  note = {(oral)},
  year = {2024}
}

@inproceedings{dhakal2024sat2cap,
  annotation = {remote_sensing,social_media},
  title = {{Sat2Cap}: Mapping Fine-Grained Textual Descriptions from Satellite Images},
  author = {Dhakal, Aayush and Ahmad, Adeel and Khanal, Subash and Sastry, Srikumar and Kerner, Hannah and Jacobs, Nathan},
  booktitle = {IEEE/ISPRS Workshop: Large Scale Computer Vision for Remote Sensing (EARTHVISION)},
  year = {2024},
  month = jun,
  eprint = {2307.15904},
  archiveprefix = {arXiv},
  pdf = {https://arxiv.org/pdf/2307.15904.pdf},
  primaryclass = {cs.CV},
  note = {(Best Paper Award)},
  author+an = {6=highlight}
}

@inproceedings{sastry2024geosynth,
  annotation = {remote_sensing},
  title = {{GeoSynth}: Contextually-Aware High-Resolution Satellite Image Synthesis},
  author = {Sastry, Srikumar and Khanal, Subash and Dhakal, Aayush and Jacobs, Nathan},
  booktitle = {IEEE/ISPRS Workshop: Large Scale Computer Vision for Remote Sensing (EARTHVISION)},
  archiveprefix = {arXiv},
  eprint = {2404.06637},
  pdf = {https://arxiv.org/pdf/2404.06637.pdf},
  year = {2024},
  month = jun,
  primaryclass = {cs.CV},
  author+an = {4=highlight}
}

@inproceedings{xing2023vlpl,
  title = {Vision-Language Pseudo-Labels for Single-Positive Multi-Label Learning},
  author = {Xing, Xin and Xiong, Zhexiao and Stylianou, Abby and Sastry, Srikumar and Gong, Liyu and Jacobs, Nathan},
  year = {2024},
  month = jun,
  author+an = {6=highlight},
  eprint = {2310.15985},
  booktitle = {Workshop on Representation Learning with Very Limited Images},
  code = {https://github.com/mvrl/VLPL},
  archiveprefix = {arXiv},
  pdf = {https://arxiv.org/pdf/2310.15985.pdf},
  note = {(oral)},
  primaryclass = {cs.CV}
}

@inproceedings{sarkar2024eviction,
  title = {Geospatial Active Search for Preventing Evictions},
  author = {Sarkar, Anindya and DiChristofano, Alex and Das, Sanmay and Fowler, Patrick and Jacobs, Nathan and Vorobeychik, Yevgeniy},
  year = {2024},
  month = may,
  booktitle = {International Conference on Autonomous Agents and Multiagent Systems (AAMAS)},
  author+an = {5=highlight},
  annotation = {remote_sensing}
}

@article{shen2024pm,
  author = {Shen, Siyuan and Li, Chi and van Donkelaar, Aaron and Jacobs, Nathan and Wang, Chenguang and Martin, Randall V.},
  title = {Enhancing Global Estimation of Fine Particulate Matter Concentrations by Including Geophysical a Priori Information in Deep Learning},
  journal = {ACS ES\&T Air},
  year = {2024},
  month = mar,
  day = {27},
  doi = {10.1021/acsestair.3c00054},
  pdf = {https://doi.org/10.1021/acsestair.3c00054},
  author+an = {4=highlight},
  annotation = {remote_sensing}
}

@inproceedings{sastry2024bird,
  title = {{BirdSat}: Cross-View Contrastive Masked Autoencoders for Bird Species Classification and Mapping},
  author = {Sastry, Srikumar and Khanal, Subash and Dhakal, Aayush and Huang, Di and Jacobs, Nathan},
  code = {https://github.com/mvrl/BirdSAT},
  thumbnail = {/thumbnails/birdsat.jpg},
  linkedin = {https://www.linkedin.com/feed/update/urn:li:activity:7125481632219754496/},
  press = {https://engineering.wustl.edu/news/2024/For-the-birds.html},
  year = {2024},
  month = jan,
  pdf = {http://arxiv.org/pdf/2310.19168.pdf},
  booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
  author+an = {5=highlight},
  annotation = {remote_sensing,spotlight}
}

@inproceedings{greenwell2024watch,
  title = {WATCH: Wide-Area Terrestrial Change Hypercube},
  author = {Greenwell, Connor and Leotta, Matt and Crall, Jonathan and Jacobs, Nathan and Purri, Matthew and Dana, Kristin and Hadzic, Armin and Workman, Scott},
  year = {2024},
  thumbnail = {/thumbnails/watch.jpg},
  month = jan,
  booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
  author+an = {4=highlight},
  code = {https://gitlab.kitware.com/computer-vision/geowatch},
  pdf = {https://openaccess.thecvf.com/content/WACV2024/papers/Greenwell_WATCH_Wide-Area_Terrestrial_Change_Hypercube_WACV_2024_paper.pdf},
  annotation = {remote_sensing,spotlight}
}

@inproceedings{shugaev2024arcgeo,
  title = {{ArcGeo}: Localizing Limited Field-of-View Images using Cross-view Matching},
  author = {Shugaev, Maxim and Semenov, Ilya and Ashley, Kyle and Klaczynski, Michael and Cuntoor, Naresh and Lee, Mun Wai and Jacobs, Nathan},
  year = {2024},
  month = jan,
  pdf = {https://openaccess.thecvf.com/content/WACV2024/papers/Shugaev_ArcGeo_Localizing_Limited_Field-of-View_Images_Using_Cross-View_Matching_WACV_2024_paper.pdf},
  booktitle = {IEEE Winter Conference on Applications of Computer
        Vision (WACV)},
  author+an = {7=highlight},
  annotation = {localization}
}

@inproceedings{sarkar2024vas,
  title = {A Visual Active Search Framework for Geospatial Exploration},
  author = {Sarkar, Anindya and Lanier, Michael and Alfeld, Scott and Feng, Jiarui and Garnett, Roman and Jacobs, Nathan and Vorobeychik, Yevgeniy},
  year = {2024},
  month = jan,
  booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
  press = {https://engineering.wustl.edu/news/2024/Interactive-approach-to-geospatial-search-combines-aerial-imagery-reinforcement-learning.html},
  code = {https://github.com/anindyasarkarIITH/VAS},
  author+an = {6=highlight},
  pdf = {https://arxiv.org/pdf/2211.15788.pdf},
  annotation = {remote_sensing}
}

@article{lin2024ic,
  annotation = {astrophysics},
  author = {Lin, Sheng-Chieh and Su, Yuanyuan and Gastaldello, Fabio and Jacobs, Nathan},
  author+an = {4=highlight},
  journal = {Astrophysical Journal},
  title = {Semi-supervised Learning for Detecting Inverse Compton Emission in Galaxy Clusters},
  volume = {2410.12943},
  archiveprefix = {arXiv},
  primaryclass = {astro-ph.CO},
  eprint = {2410.12943},
  pdf = {https://arxiv.org/pdf/2410.12943},
  year = {2024}
}

@article{levering2024scenicness,
  annotation = {remote_sensing},
  author = {Levering, Alex and Marcos, Diego and Jacobs, Nathan and Tuia, Devis},
  journal = {PLOS ONE},
  author+an = {3=highlight},
  publisher = {Public Library of Science},
  year = {2024},
  title = {Prompt-guided and multimodal landscape scenicness assessments with vision-language models}
}

@inproceedings{sarkar2023psrlvas,
  title = {A Partially-Supervised Reinforcement Learning Framework for Visual Active Search},
  author = {Sarkar, Anindya and Jacobs, Nathan and Vorobeychik, Yevgeniy},
  thumbnail = {/thumbnails/pvas.jpg},
  year = {2023},
  month = dec,
  booktitle = {Neural Information Processing Systems (NeurIPS)},
  press = {https://engineering.wustl.edu/news/2023/Meta-learning-to-find-every-needle-in-a-haystack.html},
  author+an = {2=highlight},
  pdf = {https://arxiv.org/pdf/2310.09689.pdf},
  code = {https://github.com/anindyasarkarIITH/VAS},
  annotation = {remote_sensing,spotlight}
}

@article{liang2024road,
  annotation = {remote_sensing,transportation},
  author = {Liang, Gongbo and Zulu, Janet and Xing, Xin and Jacobs, Nathan},
  title = {Unveiling Roadway Hazards: Enhancing Fatal Crash Risk Estimation through Multi-Scale Satellite Imagery and Self-Supervised Cross-Matching},
  journal = {Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)},
  doi = {10.1109/JSTARS.2023.3331438},
  pdf = {https://ieeexplore.ieee.org/document/10313931?source=authoralert},
  month = nov,
  year = {2023},
  author+an = {4=highlight}
}

@inproceedings{xiong2023stereo,
  title = {{StereoFlowGAN}: Co-training for Stereo and Flow with Unsupervised Domain Adaptation},
  author = {Xiong, Zhexiao and Qiao, Feng and Zhang, Yu and Jacobs, Nathan},
  year = {2023},
  month = nov,
  booktitle = {British Machine Vision Conference (BMVC)},
  author+an = {4=highlight},
  pdf = {https://arxiv.org/pdf/2309.01842.pdf},
  linkedin = {https://www.linkedin.com/posts/jacobsn_papers-with-code-stereoflowgan-co-training-activity-7110306042361610240-nn-0},
  press = {https://engineering.wustl.edu/news/2023/Co-learning-to-improve-autonomous-driving.html},
  annotation = {calibration,localization}
}

@inproceedings{khanal2023soundscape,
  annotation = {remote_sensing,social_media},
  title = {Learning Tri-modal Embeddings for Zero-Shot Soundscape Mapping},
  code = {https://github.com/mvrl/geoclap},
  author = {Khanal, Subash and Sastry, Srikumar and Dhakal, Aayush and Jacobs, Nathan},
  year = {2023},
  month = nov,
  linkedin = {https://www.linkedin.com/feed/update/urn:li:activity:7124749291079827456/},
  press = {https://engineering.wustl.edu/news/2023/Mapping-soundscapes-everywhere.html},
  booktitle = {British Machine Vision Conference (BMVC)},
  pdf = {https://arxiv.org/pdf/2309.10667.pdf},
  primaryclass = {cs.CV},
  author+an = {4=highlight}
}

@inproceedings{sastry2023al,
  annotation = {remote_sensing},
  author = {Sastry, Srikumar and Jacobs, Nathan and Belgiu, Mariana and Maretto, Raian Vargas},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  title = {Task Agnostic Cost Prediction Module for Semantic Labeling in Active Learning},
  author+an = {2=highlight},
  month = jul,
  note = {(oral)},
  year = {2023}
}

@inproceedings{zhang2023adapt,
  annotation = {remote_sensing},
  author = {Zhang, Yu and Rafique, M. Usman and Christie, Gordon and Jacobs, Nathan},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  title = {{CrossAdapt}: Cross-scene Adaptation for Multi-domain Depth Estimation},
  author+an = {4=highlight},
  month = jul,
  year = {2023}
}

@inproceedings{zhang2023segment,
  annotation = {remote_sensing},
  author = {Zhang, Yu and Rafique, M. Usman and Jacobs, Nathan},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  title = {{CrossSeg}: Cross-scene Few-shot Aerial Segmentation Using Probabilistic Prototypes},
  author+an = {3=highlight},
  month = jul,
  note = {(oral)},
  year = {2023}
}

@inproceedings{brodie2023cost,
  annotation = {remote_sensing},
  author = {Brodie, Benjamin and Sastry, Srikumar and Birge, Jacob and Pless, Robert and Jacobs, Nathan},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  title = {A Cost-sensitive Approach to Dimensionality Reduction for Multispectral Imagery},
  author+an = {5=highlight},
  month = jul,
  year = {2023}
}

@inproceedings{sastry2023ssl,
  annotation = {remote_sensing},
  author = {Sastry, Srikumar and Dhakal, Aayush and Brodie, Benjamin and Khanal, Subash and Jacobs, Nathan},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  title = {Explorations in Self-supervised Learning for Change Detection},
  note = {(oral)},
  author+an = {5=highlight},
  month = jul,
  year = {2023}
}

@inproceedings{archbold2023fine,
  annotation = {remote_sensing},
  author = {Archbold, Cohen and Brodie, Benjamin and Ogholbake, Aram Ansary and Jacobs, Nathan},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  title = {Fine-grained Property Value Assessment Using Probabilistic Disaggregation},
  pdf = {https://arxiv.org/pdf/2306.00246.pdf},
  author+an = {4=highlight},
  month = jul,
  year = {2023}
}

@article{xin2023covid,
  annotation = {medical},
  author = {Xing, Xin and Liang, Gongbo and Wang, Chris and Jacobs, Nathan and Lin, Ai-Ling},
  title = {Self-Supervised Learning Application on COVID-19 Chest X-ray Image Classification Using Masked AutoEncoder},
  journal = {Bioengineering},
  volume = {10},
  year = {2023},
  number = {8},
  article-number = {901},
  pdf = {https://www.mdpi.com/2306-5354/10/8/901},
  issn = {2306-5354},
  doi = {10.3390/bioengineering10080901},
  author+an = {4=highlight}
}

@article{xin2023alz,
  author = {Xing, Xin and Rafique, Muhammad Usman and Liang, Gongbo and Blanton, Hunter and Zhang, Yu and Wang, Chris and Jacobs, Nathan and Lin, Ai-Ling},
  title = {Efficient Training on Alzheimer's Disease Diagnosis with Learnable Weighted Pooling for 3D PET Brain Image Classification},
  journal = {Electronics},
  volume = {12},
  year = {2023},
  number = {2},
  doi = {10.3390/electronics12020467},
  article-number = {467},
  author+an = {7=highlight},
  annotation = {medical},
  pdf = {https://www.mdpi.com/2079-9292/12/2/467},
  note = {Impact factor: 2.69}
}

@inproceedings{shen2022pm,
  title = {Improving representation of the AOD to $PM_{2.5}$ relationship with a convolutional neural network},
  author = {Shen, Siyuan and van Donkelaar, Aaron and Martin, Randall V. and Jacobs, Nathan and Wang, Chenguang},
  day = {12},
  month = dec,
  year = {2022},
  author+an = {4=highlight},
  annotation = {remote_sensing},
  booktitle = {American Geophysical Union (AGU) Fall Meeting Abstracts},
  pdf = {https://wustl.box.com/s/ooqewvgf2asmqfoqoqp2bo0yg0yf4pkn}
}

@article{zhu2022grsm,
  title = {Geoinformation Harvesting From Social Media Data: A community remote sensing approach},
  author = {Zhu, Xiao Xiang and Wang, Yuanyuan and Kochupillai, Mrinalini and Werner, Martin and Haberle, Matthias and Hoffmann, Eike Jens and Taubenbock, Hannes and Tuia, Devis and Levering, Alex and Jacobs, Nathan and Kruspe, Anna and Abdulahhad, Karam},
  year = {2022},
  volume = {10},
  number = {4},
  month = dec,
  author+an = {10=highlight},
  annotation = {remote_sensing,social_media,calibration},
  pdf = {https://arxiv.org/pdf/2211.00543},
  journal = {IEEE Geoscience and Remote Sensing Magazine},
  doi = {10.1109/MGRS.2022.3219584},
  pages = {150--180},
  note = {Impact factor: 8.225}
}

@inproceedings{xing2022bmvc,
  author = {Xing, Xin and Peng, Chong and Zhang, Yu and Lin, Ai-Ling and Jacobs, Nathan},
  author+an = {5=highlight},
  title = {{AssocFormer}: Association Transformer on Multi-label Classification},
  booktitle = {British Machine Vision Conference (BMVC)},
  pdf = {https://bmvc2022.mpi-inf.mpg.de/0619.pdf},
  year = {2022},
  month = nov,
  day = {21}
}

@inproceedings{xing2022icpr,
  pdf = {https://ericx003.github.io/files/Feature_Inconsistency_ICPR22.pdf},
  author = {Xing, Eric and Xing, Xin and Liu, Liangliang and Jacobs, Nathan and Qu, Yunni and Liang, Gongbo},
  author+an = {4=highlight},
  doi = {10.1109/ICPR56361.2022.9956394},
  title = {Neural Network Decision-Making Criteria Consistency Analysis via Inputs Sensitivity},
  booktitle = {International Conference on Pattern Recognition (ICPR 2022)},
  annotation = {ugrad},
  year = {2022},
  month = aug,
  day = {21}
}

@inproceedings{khanal2022catxplain,
  author = {Khanal, Subash and Brodie, Benjamin and Xing, Xin and Lin, Ai-Ling and Jacobs, Nathan},
  author+an = {5=highlight},
  pdf = {https://arxiv.org/pdf/2206.14841.pdf},
  title = {Causality for Inherently Explainable Transformers: CAT-XPLAIN},
  booktitle = {XAI4CV: Explainable Artificial Intelligence for Computer Vision (IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops)},
  year = {2022},
  eprint = {2206.14841},
  archiveprevix = {arXiv},
  primaryclass = {cs.CV},
  month = jun,
  day = {20},
  note = {Acceptance rate: 15\% (spotlight)}
}

@inproceedings{workman2022nearremote,
  annotation = {spotlight,remote_sensing,social_media,near_remote,dataset_brooklyn_and_queens},
  author = {Workman, Scott and Rafique, Muhammad Usman and Blanton, Hunter and Jacobs, Nathan},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  thumbnail = {/thumbnails/nearremote2.jpg},
  title = {Revisiting Near/Remote Sensing with Geospatial Attention},
  pdf = {https://arxiv.org/pdf/2204.01807},
  doi = {10.1109/CVPR52688.2022.00182},
  tweet = {https://twitter.com/multimodal_lab/status/1511779656684343299},
  note = {Acceptance rate: 25.33\%},
  month = jun,
  year = {2022}
}

@article{lin2022sdss,
  annotation = {astrophysics},
  author = {Lin, Sheng-Chieh and Su, Yuanyuan and Liang, Gongbo and Zhang, Yuanyuan and Jacobs, Nathan and Zhang, Yu},
  author+an = {5=highlight},
  doi = {10.1093/mnras/stac725},
  journal = {Monthly Notices of the Royal Astronomical Society (MNRAS)},
  title = {Estimating Cluster Masses from {SDSS} Multi-band Images with Transfer Learning},
  year = {2022},
  pdf = {https://arxiv.org/pdf/2203.06288.pdf},
  month = mar,
  day = {21},
  pages = {3885--3894},
  volume = {512},
  issue = {3},
  note = {Impact factor: 5.287}
}

@article{padilha2022contentbased,
  title = {Content-Based Detection of Temporal Metadata Manipulation},
  author = {Padilha, Rafael and Salem, Tawfiq and Workman, Scott and Andaló, Fernanda A. and Rocha, Anderson and Jacobs, Nathan},
  year = {2022},
  month = mar,
  day = {11},
  thumbnail = {/thumbnails/tampering.jpg},
  doi = {10.1109/TIFS.2022.3159154},
  journal = {IEEE Transactions on Information Forensics and Security},
  author+an = {6=highlight},
  pdf = {https://arxiv.org/pdf/2103.04736},
  pages = {1316--1327},
  project = {https://rafaspadilha.github.io/publication/padilha22content/},
  code = {https://github.com/rafaspadilha/timestampVerificationTIFS},
  tweet = {https://twitter.com/jacobsn/status/1498729825523015681},
  annotation = {spotlight,webcam,calibration,skyfinder,localization,career,social_media,remote_sensing}
}

@article{liang2022development,
  title = {Development of CNN Models for the Enteral Feeding Tube
      Positioning Assessment on A Small Scale Data Set},
  author = {Liang, Gongbo and Ganesh, Halemane and Steffe, Dylan and Liu, Liangliang and Jacobs, Nathan and Zhang, Jie},
  journal = {BMC Medical Imaging},
  year = {2022},
  pdf = {https://doi.org/10.1186/s12880-022-00766-w},
  issn = {1471-2342},
  doi = {10.1186/s12880-022-00766-w},
  volume = {22},
  month = mar,
  day = {22},
  publisher = {BioMed Central},
  author+an = {5=highlight},
  annotation = {medical}
}

@inproceedings{xin2022advit,
  title = {{ADViT}: VISION TRANSFORMER ON MULTI-MODALITY PET IMAGES
          FOR ALZHEIMER DISEASE DIAGNOSIS},
  author = {Xing, Xin and Liang, Gongbo and Zhang, Yu and Khanal, Subash and Lin, Ai-Ling and Jacobs, Nathan},
  doi = {10.1109/ISBI52829.2022.9761584},
  year = {2022},
  month = mar,
  booktitle = {IEEE International Symposium on Biomedical Imaging (ISBI)},
  author+an = {6=highlight},
  annotation = {medical}
}

@inproceedings{blanton2022structureaware,
  title = {A Structure-Aware Method for Direct Pose Estimation},
  author = {Blanton, Hunter and Workman, Scott and Jacobs, Nathan},
  year = {2022},
  doi = {10.1109/WACV51458.2022.00028},
  month = jan,
  booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
  author+an = {3=highlight},
  pdf = {https://arxiv.org/pdf/2012.12360},
  annotation = {calibration,localization,career,spotlight},
  thumbnail = {/thumbnails/direct_pose.jpg},
  primaryclass = {cs.CV}
}

@article{rafique2021sinkhole,
  annotation = {career,remote_sensing,lidar,3d},
  author = {Rafique, Muhammad Usman and Zhu, Junfeng and Jacobs, Nathan},
  title = {Automatic Segmentation of Sinkholes Using a Convolutional Neural Network},
  journal = {Earth and Space Science},
  pages = {19},
  year = {2021},
  month = dec,
  day = {22},
  doi = {10.1002/essoar.10509794.1},
  pdf = {https://www.essoar.org/doi/abs/10.1002/essoar.10509794.1},
  note = {Impact factor: 3.138}
}

@inproceedings{khanal2021genetic,
  title = {Alzheimer’s Disease Classification Using Genetic Data},
  author = {Khanal, Subash and Chen, Jin and Jacobs, Nathan and Lin, Ai-Ling},
  year = {2021},
  month = dec,
  pdf = {https://drive.google.com/open?id=15_wiGtcR4-B1ptWM6GpY56DB9HWdMDvK},
  booktitle = {IEEE International Conference on Bioinformatics and Biomedicine (BIBM)},
  author+an = {3=highlight},
  annotation = {medical}
}

@inproceedings{zhang2021dfa,
  title = {Dynamic Feature Alignment for Semi-supervised Domain Adaptation},
  author = {Zhang, Yu and Liang, Gongbo and Jacobs, Nathan},
  year = {2021},
  month = nov,
  booktitle = {British Machine Vision Conference (BMVC)},
  author+an = {3=highlight},
  annotation = {spotlight},
  pdf = {https://arxiv.org/pdf/2110.09641},
  thumbnail = {/thumbnails/dfa.jpg}
}

@inproceedings{liang2021mri,
  annotation = {medical},
  author = {Liang, Gongbo and Xing, Xin and Liu, Liangliang and Zhang, Yu and Ying, Qi and Lin, Ai-Ling and Jacobs, Nathan},
  booktitle = {International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)},
  title = {Alzheimer's Disease Classification Using 2D Convolutional Neural Networks},
  author+an = {7=highlight},
  doi = {10.1109/EMBC46164.2021.9629587},
  month = oct,
  year = {2021}
}

@inproceedings{ying2021ensemble,
  annotation = {medical},
  author = {Ying, Qi and Xing, Xin and Liu, Liangliang and Lin, Ai-Ling and Jacobs, Nathan and Liang, Gongbo},
  booktitle = {International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)},
  title = {Multi-Modal Data Analysis for {Alzheimer's} Disease Diagnosis: An Ensemble Model Using Imagery and Genetic Features},
  author+an = {5=highlight},
  doi = {10.1109/EMBC46164.2021.9630174},
  month = oct,
  year = {2021}
}

@article{liang2021text,
  annotation = {medical,spotlight},
  author = {Liang, Gongbo and Greenwell, Connor and Zhang, Yu and Xing, Xin and Wang, Xiaoqin and Kavuluru, Ramakanth and Jacobs, Nathan},
  journal = {IEEE Journal of Biomedical and Health Informatics},
  title = {Contrastive Cross-Modal Pre-Training: A General Strategy for Small Sample Medical Imaging},
  author+an = {7=highlight},
  pdf = {https://arxiv.org/pdf/2010.03060},
  doi = {10.1109/JBHI.2021.3110805},
  thumbnail = {/thumbnails/contrastive.jpg},
  year = {2021},
  month = sep,
  day = {08},
  issue = {4},
  volume = {26},
  issn = {2168-2184},
  note = {Impact factor: 5.223}
}

@inproceedings{jones2021harmonize,
  annotation = {remote_sensing,lidar,pointcloud,3d},
  author = {Jones, David and Jacobs, Nathan},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  title = {Intensity Harmonization for Airborne {LiDAR}},
  author+an = {2=highlight},
  month = jul,
  pdf = {https://arxiv.org/pdf/2105.01793},
  doi = {10.1109/IGARSS47720.2021.9553605},
  year = {2021}
}

@inproceedings{brodie2021embed,
  annotation = {remote_sensing},
  author = {Brodie, Benjamin and Khanal, Subash and Rafique, Muhammad Usman and Greenwell, Connor and Jacobs, Nathan},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  title = {Hierarchical Probabilistic Embeddings for Multi-View Image Classification},
  month = jul,
  doi = {10.1109/IGARSS47720.2021.9554405},
  pdf = {https://drive.google.com/file/d/16-3T9sAIRiCUM0LQBDijzp4YRz-dgrwb/view?usp=sharing},
  year = {2021}
}

@inproceedings{rafique2021unifying,
  annotation = {webcam,amos,synthesis,spotlight},
  author = {Rafique, Muhammad Usman and Zhang, Yu and Brodie, Benjamin and Jacobs, Nathan},
  title = {Unifying Guided and Unguided Outdoor Image Synthesis},
  booktitle = {New Trends in Image Restoration and Enhancement (IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops)},
  month = jun,
  doi = {10.1109/CVPRW53098.2021.00087},
  project = {http://urafique.com/un_guided/},
  thumbnail = {/thumbnails/guided_unguided.jpg},
  pdf = {https://openaccess.thecvf.com/content/CVPR2021W/NTIRE/papers/Rafique_Unifying_Guided_and_Unguided_Outdoor_Image_Synthesis_CVPRW_2021_paper.pdf},
  year = {2021},
  pages = {776--785}
}

@article{tuia2021collective,
  title = {Towards a Collective Agenda on AI for Earth Science Data Analysis},
  author = {Tuia, Devis and Roscher, Ribana and Wegner, Jan Dirk and Jacobs, Nathan and Zhu, Xiao Xiang and Camps-Valls, Gustau},
  year = {2021},
  author+an = {4=highlight},
  pdf = {https://arxiv.org/pdf/2104.05107},
  annotation = {remote_sensing,social_media,calibration},
  journal = {IEEE Geoscience and Remote Sensing Magazine},
  volume = {9},
  number = {2},
  month = jun,
  doi = {10.1109/MGRS.2020.3043504},
  pages = {88--104},
  publisher = {IEEE},
  note = {Impact factor: 8.225}
}

@inproceedings{zhang2021galaxy,
  annotation = {astrophysics},
  author = {Zhang, Yu and Liang, Gongbo and Su, Yuanyuan and Jacobs, Nathan},
  author+an = {4=highlight},
  booktitle = {International Conference on Pattern Recognition (ICPR 2020)},
  title = {Multi-Branch Attention Networks for Classifying Galaxy Clusters},
  project = {https://yuzhang03.github.io/icpr2020/galaxy.html},
  pdf = {https://yuzhang03.github.io/icpr2020/Multi_Branch_Galaxy.pdf},
  tweet = {https://twitter.com/multimodal_lab/status/1351560861689782273},
  note = {Acceptance rate: 28.47\%},
  doi = {10.1109/ICPR48806.2021.9412498},
  year = {2021},
  month = jan
}

@inproceedings{chen2021safety,
  annotation = {abstract,remote_sensing,3d,pointcloud,lidar,transportation},
  author = {Chen, Mei and Hadzic, Armin and Song, Weilian and Jacobs, Nathan},
  booktitle = {Transportation Research Board Workshop (Sponsored by AED50)},
  title = {Applications of Deep Machine Learning to Highway Safety and Usage Assessment},
  note = {(oral)},
  month = jan,
  year = {2021}
}

@inproceedings{liang2020optical,
  annotation = {career,astrophysics},
  author = {Liang, Gongbo and Su, Yuanyuan and Lin, Sheng-Chieh and Zhang, Yu and Zhang, Yuanyuan and Jacobs, Nathan},
  author+an = {6=highlight},
  booktitle = {Workshop on Machine Learning and the Physical Sciences at the 34th Conference on Neural Information Processing Systems},
  title = {Optical Wavelength Guided Self-Supervised Feature Learning For Galaxy Cluster Richness Estimate},
  year = {2020},
  pdf = {https://arxiv.org/pdf/2012.02368},
  month = dec
}

@article{su2020TNG,
  annotation = {astrophysics},
  author = {Su, Yuanyuan and Zhang, Yu and Liang, Gongbo and ZuHone, John and Barnes, David and Jacobs, Nathan and Ntampaka, Michelle and Forman, William and Nulsen, Paul and Kraft, Ralph and Jones, Christine},
  author+an = {6=highlight},
  journal = {Monthly Notices of the Royal Astronomical Society (MNRAS)},
  title = {A deep learning view of the census of galaxy clusters in {IllustrisTNG}},
  doi = {10.1093/mnras/staa2690},
  pdf = {https://arxiv.org/pdf/2007.05144},
  year = {2020},
  month = sep,
  day = {10},
  note = {Impact factor: 5.356}
}

@inproceedings{rafique2020bmvc,
  annotation = {career,spotlight},
  author = {Rafique, M. Usman and Blanton, Hunter and Snavely, Noah and Jacobs, Nathan},
  booktitle = {British Machine Vision Conference (BMVC)},
  tweet = {https://twitter.com/jacobsn/status/1295489569576681472},
  title = {{Generative Appearance Flow}: A Hybrid Approach for Outdoor View Synthesis},
  year = {2020},
  thumbnail = {/thumbnails/gaf.jpg},
  code = {https://github.com/Usman-Rafique/gaf},
  project = {http://urafique.com/gaf/},
  pdf = {https://www.bmvc2020-conference.com/assets/papers/0055.pdf},
  month = sep
}

@article{zhu2020sinkhole,
  annotation = {career,remote_sensing,lidar,3d,pointcloud},
  author = {Zhu, Junfeng and Nolte, Adam and Jacobs, Nathan and Ye, Ming},
  journal = {Journal of Hydrology},
  title = {Machine Learning in Identifying Karst Sinkholes from {LiDAR}-Derived Topographic Depressions in the {Bluegrass} Region of {Kentucky}},
  year = {2020},
  month = sep,
  doi = {10.1016/j.jhydrol.2020.125049},
  note = {Impact factor: 4.405}
}

@inproceedings{hadzic2020pop,
  annotation = {career,remote_sensing},
  author = {Hadzic, Armin and Christie, Gordon and Freeman, Jeffrey and Dismer, Amber and Bullard, Stevan and Greiner, Ashley and Jacobs, Nathan and Mukherjee, Ryan},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  title = {Estimating Displaced Populations from Overhead},
  tweet = {https://twitter.com/jacobsn/status/1278330759217139718},
  pdf = {https://arxiv.org/pdf/2006.14547},
  doi = {10.1109/IGARSS39084.2020.9324617},
  month = sep,
  year = {2020}
}

@inproceedings{liang2020bmvc,
  annotation = {spotlight,career,medical},
  author = {Liang, Gongbo and Zhang, Yu and Wang, Xiaoqing and Jacobs, Nathan},
  booktitle = {British Machine Vision Conference (BMVC)},
  title = {Improved Trainable Calibration Method for Neural Networks},
  thumbnail = {/thumbnails/dca.jpg},
  pdf = {https://www.bmvc2020-conference.com/assets/papers/0059.pdf},
  tweet = {https://twitter.com/jacobsn/status/1296147802297442312},
  project = {http://www.gb-liang.com/dca.html},
  month = sep,
  year = {2020}
}

@article{hammond2020alzheimers,
  annotation = {career,medical,ugrad},
  title = {Beta-amyloid and tau drive early {Alzheimer's} disease decline while glucose hypometabolism drives late decline},
  author = {Hammond, Tyler C. and Xing, Xin and Wang, Chris and Ma, David and Nho, Kwangsik and Crane, Paul K. and Elahi, Fanny and Ziegler, David A. and Liang, Gongbo and Cheng, Qiang and Yanckello, Lucille M. and Jacobs, Nathan and Lin, Ai-Ling},
  doi = {10.1038/s42003-020-1079-x},
  journal = {Communications Biology},
  tweet = {https://twitter.com/jacobsn/status/1294304021180645382},
  pdf = {https://www.nature.com/articles/s42003-020-1079-x.pdf},
  number = {1},
  pages = {352},
  volume = {3},
  year = {2020},
  month = jul,
  note = {Impact factor: 6.268}
}

@article{wang2020inconsistent,
  annotation = {career,medical},
  author = {Wang, Xiaoqin and Liang, Gongbo and Zhang, Yu and Blanton, Hunter and Bessinger, Zachary and Jacobs, Nathan},
  journal = {Journal of the American College of Radiology},
  note = {Impact factor: 3.785},
  title = {Inconsistent Performance of Deep Learning Models on Mammogram Classification},
  pdf = {https://www.sciencedirect.com/science/article/am/pii/S1546144020300284},
  doi = {10.1016/j.jacr.2020.01.006},
  year = {2020},
  month = jun
}

@article{maretto2020forest,
  annotation = {career,remote_sensing,spotlight},
  author = {Maretto, Raian V. and Fonseca, Leila M. G. and Jacobs, Nathan B. and K\"orting, Thales S. and Bendini, Hugo N. and Parente, Leandro L.},
  journal = {IEEE Geoscience and Remote Sensing Letters},
  note = {Impact factor: 3.534},
  doi = {10.1109/LGRS.2020.2986407},
  thumbnail = {/thumbnails/deforest.jpg},
  title = {Spatio-Temporal Deep Learning Approach to Map Deforestation in {Amazon} Rainforest},
  day = {28},
  month = apr,
  pdf = {https://ieeexplore.ieee.org/document/9080580},
  year = {2020},
  volume = {18},
  number = {5},
  pages = {771--775}
}

@inproceedings{workman2020dynamic,
  doi = {10.1109/CVPR42600.2020.01233},
  annotation = {google_crossview,career,remote_sensing,spotlight,transportation},
  author = {Workman, Scott and Jacobs, Nathan},
  booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  date-modified = {2020-03-31 16:54:51 -0400},
  note = {Acceptance rate: 5.7\% (oral)},
  thumbnail = {/thumbnails/dynamic_road.jpg},
  title = {Dynamic Traffic Modeling from Overhead Imagery},
  tweet = {https://twitter.com/jacobsn/status/1272916897542086658},
  year = {2020},
  video = {https://www.youtube.com/watch?v=CNe5EEdyptE},
  project = {http://cs.uky.edu/%7escott/research/traffic/},
  arxiv = {https://arxiv.org/pdf/2012.10530},
  pdf = {http://openaccess.thecvf.com/content_CVPR_2020/papers/Workman_Dynamic_Traffic_Modeling_From_Overhead_Imagery_CVPR_2020_paper.pdf}
}

@inproceedings{workman2020cloud,
  annotation = {career,remote_sensing},
  author = {Workman, Scott and Rafique, M. Usman and Blanton, Hunter and Greenwell, Connor and Jacobs, Nathan},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  note = {(oral)},
  title = {Single Image Cloud Detection via Multi-Image Fusion},
  tweet = {https://twitter.com/jacobsn/status/1289301357019635712},
  pdf = {https://drive.google.com/open?id=1-1WOqk-LfEkT7AWvVCXVoi3Y90FgBePW},
  doi = {10.1109/IGARSS39084.2020.9323759},
  year = {2020}
}

@inproceedings{xing2020bic,
  annotation = {medical,ugrad},
  author = {Xing, Xin and Liang, Gongbo and Blanton, Hunter and Rafique, M. Usman and Wang, Chris and Lin, Ai-Ling and Jacobs, Nathan},
  author+an = {7=highlight},
  booktitle = {ECCV Workshop on BioImage Computing  (BIC)},
  note = {(oral)},
  title = {Dynamic Image for 3D {MRI} Image {Alzheimer's} Disease Classification},
  pdf = {https://arxiv.org/pdf/2012.00119},
  year = {2020}
}

@inproceedings{liang2020udl,
  annotation = {career,medical},
  author = {Liang, Gongbo and Zhang, Yu and Jacobs, Nathan},
  booktitle = {ICML 2020 workshop on Uncertainty and Robustness in Deep Learning (UDL)},
  title = {Neural Network Calibration for Medical Imaging Classification Using {DCA} Regularization},
  pdf = {http://www.gatsby.ucl.ac.uk/~balaji/udl2020/accepted-papers/UDL2020-paper-137.pdf},
  year = {2020}
}

@inproceedings{blanton2020surface,
  annotation = {career,remote_sensing,lidar,pointcloud,3d,ugrad},
  author = {Blanton, Hunter and Grate, Sean and Jacobs, Nathan},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  tweet = {https://twitter.com/jacobsn/status/1294013341720084483},
  pdf = {https://drive.google.com/file/d/1crDl4cOd6OvOU4xhTGSlyY0Wk2QaFGxf/view?usp=share_link},
  title = {Surface Modeling for Airborne {LiDAR}},
  doi = {10.1109/IGARSS39084.2020.9323522},
  note = {(oral)},
  year = {2020}
}

@inproceedings{liang2020weak,
  annotation = {career,medical},
  author = {Liang, Gongbo and Wang, Xiaoqin and Zhang, Yu and Jacobs, Nathan},
  booktitle = {International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)},
  note = {(oral)},
  title = {Weakly-Supervised Self-Training for Breast Cancer Localization},
  doi = {10.1109/EMBC44109.2020.9176617},
  pdf = {https://drive.google.com/open?id=1MgoU-ZezxJ2MKzWuruvb9PxuyAl1bJqH},
  year = {2020}
}

@inproceedings{blanton2020slam,
  author = {Blanton, Hunter and Greenwell, Connor and Workman, Scott and Jacobs, Nathan},
  booktitle = {Joint Workshop on Long-Term Visual Localization, Visual Odometry and Geometric and Learning-based {SLAM} ({CVPR} Workshop)},
  title = {Extending Absolute Pose Regression to Multiple Scenes},
  tweet = {https://twitter.com/jacobsn/status/1273422126280826881},
  pdf = {http://openaccess.thecvf.com/content_CVPRW_2020/papers/w3/Blanton_Extending_Absolute_Pose_Regression_to_Multiple_Scenes_CVPRW_2020_paper.pdf},
  video = {https://youtu.be/qb2h1zVizMY},
  doi = {10.1109/CVPRW50498.2020.00027},
  year = {2020},
  annotation = {career,3d,localization,calibation}
}

@inproceedings{hadzic2020rasternet,
  author = {Hadzic, Armin and Blanton, Hunter and Song, Weilian and Chen, Mei and Workman, Scott and Jacobs, Nathan},
  tweet = {https://twitter.com/jacobsn/status/1273208772576423938},
  booktitle = {IEEE/ISPRS Workshop: Large Scale Computer Vision for Remote Sensing (EARTHVISION)},
  title = {{RasterNet}: Modeling Free-Flow Speed using LiDAR and Overhead Imagery},
  note = {Acceptance rate: 26\%},
  year = {2020},
  project = {https://mvrl.github.io/RasterNet},
  doi = {10.1109/CVPRW50498.2020.00112},
  video = {https://www.youtube.com/watch?v=IWKQoV6fXSk},
  pdf = {http://openaccess.thecvf.com/content_CVPRW_2020/html/w11/Hadzic_RasterNet_Modeling_Free-Flow_Speed_Using_LiDAR_and_Overhead_Imagery_CVPRW_2020_paper.html},
  annotation = {career,remote_sensing,3d,pointcloud,lidar,transportation}
}

@inproceedings{salem2020dynamic,
  author = {Salem, Tawfiq and Workman, Scott and Jacobs, Nathan},
  booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  title = {Learning a Dynamic Map of Visual Appearance},
  doi = {10.1109/CVPR42600.2020.01245},
  year = {2020},
  annotation = {google_crossview,skyfinder,localization,career,remote_sensing,spotlight,timelapse,cvusa,social_media},
  date-modified = {2020-03-31 16:54:47 -0400},
  project = {https://tsalem.github.io/DynamicMaps/},
  note = {Acceptance rate: 25\%},
  pdf = {http://openaccess.thecvf.com/content_CVPR_2020/papers/Salem_Learning_a_Dynamic_Map_of_Visual_Appearance_CVPR_2020_paper.pdf},
  video = {https://www.youtube.com/watch?v=OVTvgWLlJmM},
  tweet = {https://twitter.com/jacobsn/status/1272637141797961729},
  thumbnail = {/thumbnails/dynamic_visual.jpg}
}

@article{hamraz2019deep,
  annotation = {career,remote_sensing,lidar,3d,pointcloud,spotlight},
  author = {Hamraz, Hamid and Jacobs, Nathan B. and Contreras, Marco A. and Clark, Chase H.},
  doi = {10.1016/j.isprsjprs.2019.10.011},
  issn = {0924-2716},
  journal = {ISPRS Journal of Photogrammetry and Remote Sensing},
  note = {Impact factor: 6.946},
  pages = {219--230},
  pdf = {https://arxiv.org/pdf/1802.08872},
  thumbnail = {/thumbnails/forest.jpg},
  title = {{Deep Learning for Conifer/Deciduous Classification of
      Airborne LiDAR 3D Point Clouds Representing Individual Trees}},
  volume = {158},
  year = {2019},
  month = dec
}

@article{mihail2019bones,
  annotation = {medical},
  author = {Mihail, Radu Paul and Liang, Gongbo and Jacobs, Nathan},
  journal = {IEEE Transactions on NanoBioscience},
  note = {Impact factor: 1.927},
  title = {Automatic Hand Skeletal Shape Estimation from Radiographs},
  doi = {10.1109/TNB.2019.2911026},
  year = {2019},
  month = apr,
  day = {12},
  volume = {18},
  number = {3},
  pages = {296--305}
}

@inproceedings{rafique2019fusion,
  annotation = {career,remote_sensing},
  author = {Rafique, M. Usman and Blanton, Hunter and Jacobs, Nathan},
  booktitle = {IEEE/ISPRS Workshop: Large Scale Computer Vision for Remote Sensing (EARTHVISION)},
  note = {Acceptance rate: 23.5\%},
  pdf = {http://openaccess.thecvf.com/content_CVPRW_2019/papers/EarthVision/Rafique_Weakly_Supervised_Fusion_of_Multiple_Overhead_Images_CVPRW_2019_paper.pdf},
  title = {Weakly Supervised Fusion of Multiple Overhead Images},
  tweet = {https://twitter.com/m_usmanrafique/status/1118352613752356864},
  doi = {10.1109/CVPRW.2019.00189},
  year = {2019}
}

@inproceedings{greenwell2019implicit,
  annotation = {abstract,google_crossview,amazon,nvidia,remote_sensing,social_media,cvusa},
  author = {Greenwell, Connor and Workman, Scott and Jacobs, Nathan},
  booktitle = {IEEE Applied Imagery and Pattern Recognition (AIPR)},
  title = {Implicit Land Use Mapping Using Social Media Imagery},
  note = {(oral)},
  doi = {10.1109/AIPR47015.2019.9174570},
  pdf = {https://drive.google.com/open?id=1XAmhngKoXOKfAqUwRBCOhCWSBLQ84mqR},
  year = {2019}
}

@inproceedings{zhang2019lidar,
  author = {Zhang, Yu and Liang, Gongbo and Salem, Tawfiq and Jacobs, Nathan},
  booktitle = {The Next Frontier of Big Data From LiDAR Workshop (co-located with IEEE Big Data)},
  title = {{Defense-PointNet}: Protecting {PointNet} Against Adversarial Attacks},
  year = {2019},
  pdf = {https://arxiv.org/pdf/2002.11881},
  doi = {10.1109/BigData47090.2019.9006307},
  eprint = {2002.11881},
  primaryclass = {cs.CV},
  archiveprefix = {arXiv},
  annotation = {lidar,3d,pointcloud}
}

@inproceedings{hammond2019phase,
  annotation = {abstract,medical},
  author = {Hammond, Tyler and Xing, Xin and Jacobs, Nathan and Lin, Ai-Ling},
  booktitle = {{Alzheimer's} Disease Therapeutics: Alternatives to Amyloid},
  title = {Phase-dependent importance of amyloid-beta,
      phosphorylated-tau, and hypometabolism in determining mild
        cognitive impairment and {Alzheimer's} disease: A machine learning study},
  year = {2019}
}

@inproceedings{zhang2019bibm,
  author = {Zhang, Yu and Wang, Xiaoqin and Blanton, Hunter and Liang, Gongbo and Xing, Xin and Jacobs, Nathan},
  booktitle = {IEEE International Conference on Bioinformatics and Biomedicine (BIBM)},
  title = {2D Convolutional Neural Networks for 3D Digital Breast Tomosynthesis Classification},
  doi = {10.1109/BIBM47256.2019.8983097},
  note = {Acceptance rate: 18\% (oral)},
  pdf = {https://arxiv.org/pdf/2002.12314},
  year = {2019},
  annotation = {medical}
}

@inproceedings{liang2019bibm,
  annotation = {medical},
  author = {Liang, Gongbo and Wang, Xiaoqin and Zhang, Yu and Xing, Xin and Blanton, Hunter and Salem, Tawfiq and Jacobs, Nathan},
  booktitle = {IEEE International Conference on Bioinformatics and Biomedicine (BIBM)},
  doi = {10.1109/BIBM47256.2019.8983048},
  note = {Acceptance rate: 18\% (oral)},
  title = {Joint 2D-3D Breast Cancer Classification},
  pdf = {https://arxiv.org/pdf/2002.12392},
  year = {2019}
}

@inproceedings{zhang2019adapt,
  author = {Zhang, Yu and Liang, Gongbo and Jacobs, Nathan and Wang, Xiaoqin},
  booktitle = {Conference on Machine Intelligence in Medical Imaging (CMIMI)},
  note = {(oral)},
  title = {Unsupervised Domain Adaptation for Mammogram Image Classification: A Promising Tool for Model Generalization},
  year = {2019},
  annotation = {abstract,medical}
}

@inproceedings{liang2019rsna,
  annotation = {abstract,medical},
  author = {Liang, Gongbo and Jacobs, Nathan and Wang, Xiaoqin},
  booktitle = {Radiological Society of North America ({RSNA})},
  note = {(oral)},
  title = {Training Deep Learning Models as Radiologists: Breast Cancer Classification Using Combined whole 2D Mammography and full volume Digital Breast Tomosynthesis},
  year = {2019}
}

@inproceedings{zhu2019lidar,
  author = {Zhu, Junfeng and Nolte, Adam M and Jacobs, Nathan and Ye, Ming},
  booktitle = {Kentucky Water Resources Annual Symposium},
  title = {Incorporating Machine Learning with {LiDAR} for Delineating Sinkholes},
  year = {2019},
  annotation = {career,remote_sensing,lidar,3d}
}

@inproceedings{salem2019anything,
  annotation = {career,remote_sensing,social_media,cvusa},
  author = {Salem, Tawfiq and Greenwell, Connor and Blanton, Hunter and Jacobs, Nathan},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  title = {Learning to Map Nearly Anything},
  note = {(oral)},
  pdf = {https://arxiv.org/pdf/1909.06928},
  doi = {10.1109/IGARSS.2019.8900646},
  year = {2019}
}

@inproceedings{song2019speed,
  annotation = {career,remote_sensing,transportation},
  author = {Song, Weilian and Salem, Tawfiq and Blanton, Hunter and Jacobs, Nathan},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  thumbnail = {/thumbnails/freeflow_speed.jpg},
  title = {Remote Estimation of Free-Flow Speeds},
  tweet = {https://twitter.com/multimodal_lab/status/1352269143400132610},
  note = {(oral)},
  doi = {10.1109/IGARSS.2019.8900286},
  pdf = {https://arxiv.org/pdf/1906.10104},
  year = {2019}
}

@inproceedings{rafique2019buildings,
  annotation = {career,remote_sensing},
  author = {Rafique, M. Usman and Jacobs, Nathan},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  title = {Weakly Supervised Building Segmentation from Aerial Images},
  doi = {10.1109/IGARSS.2019.8898812},
  pdf = {https://drive.google.com/open?id=1n0gW0GgBG-oognmrtcycD4wkaxc6dDqv},
  year = {2019}
}

@inproceedings{liang2019ganai,
  annotation = {medical},
  author = {Liang, Gongbo and Fouladvand, Sajjad and Zhang, Jie and Brooks, Michael A and Jacobs, Nathan and Chen, Jin},
  booktitle = {IEEE International Conference on Healthcare Informatics (ICHI)},
  pdf = {https://www.biorxiv.org/content/early/2018/11/02/460188},
  thumbnail = {/thumbnails/ganai.jpg},
  title = {{GANai}: Standardizing {CT} Images using Generative Adversarial Network with Alternative Improvement},
  doi = {10.1109/ICHI.2019.8904763},
  year = {2019}
}

@article{sajid2019bg,
  annotation = {surveillance,journal},
  author = {Sajid, Hasan and Jacobs, Nathan and Cheung, Sen-ching S.},
  journal = {Signal Processing: Image Communication},
  note = {Impact factor: 2.814},
  title = {Motion and Appearance based Background Subtraction for Freely Moving Cameras},
  doi = {10.1016/j.image.2019.03.003},
  year = {2019}
}

@inproceedings{liang2019mammo,
  annotation = {medical},
  author = {Liang, Gongbo and Jacobs, Nathan and Liu, Jinze and Luo, Kyle and Owen, Wendi and Wang, Xiaoqin},
  booktitle = {SBI/ACR Breast Imaging Symposium},
  title = {Translational relevance of performance of deep learning models on mammograms},
  year = {2019}
}

@inproceedings{bessinger2019gps2face,
  annotation = {geofaces,contextualeyes,social_media},
  author = {Bessinger, Zachary and Jacobs, Nathan},
  booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
  pdf = {https://zachbessinger.com/assets/papers/bessinger2019generative.pdf},
  project = {https://zachbessinger.com/publications/bessinger2019generative/},
  title = {A Generative Model of Worldwide Facial Appearance},
  note = {(oral)},
  doi = {10.1109/WACV.2019.00172},
  year = {2019}
}

@article{zhang2018mamojournal,
  annotation = {medical,ugrad},
  author = {Zhang, Xiaofei and Zhang, Yi and Han, Erik and Jacobs, Nathan and Han, Qiong and Wang, Xiaoqin and Liu, Jinze},
  doi = {10.1109/TNB.2018.2845103},
  journal = {IEEE Transactions on NanoBioscience},
  note = {Impact factor: 1.927},
  title = {Classification of whole mammogram and tomosynthesis images using deep convolutional neural networks},
  year = {2018},
  month = jul
}

@inproceedings{schulter2018,
  annotation = {career,spotlight,synthesis,transportation},
  author = {Schulter, Samuel and Zhai, Menghua and Jacobs, Nathan and Chandraker, Manmohan},
  booktitle = {European Conference on Computer Vision (ECCV)},
  note = {Acceptance rate: 31.8\%},
  date-modified = {2020-03-31 16:57:14 -0400},
  pdf = {https://arxiv.org/pdf/1803.10870},
  thumbnail = {/thumbnails/birdview.jpg},
  title = {Learning to Look around Objects for Top-View Representations of Outdoor Scenes},
  doi = {10.1007/978-3-030-01267-0_48},
  year = {2018}
}

@inproceedings{zhai2018geotemporal,
  annotation = {career,localization,amos,webcam,spotlight,social_media},
  author = {Zhai, Menghua and Salem, Tawfiq and Greenwell, Connor and Workman, Scott and Pless, Robert and Jacobs, Nathan},
  booktitle = {British Machine Vision Conference (BMVC)},
  note = {Acceptance rate: 29.5\%},
  pdf = {https://arxiv.org/pdf/1909.07499},
  thumbnail = {/thumbnails/when_where.jpg},
  title = {Learning Geo-Temporal Image Features},
  year = {2018}
}

@inproceedings{mihail2018bones,
  annotation = {medical},
  author = {Mihail, Radu Paul and Jacobs, Nathan},
  booktitle = {IEEE International Conference on Bioinformatics and Biomedicine (BIBM)},
  doi = {10.1109/BIBM.2018.8621196},
  note = {Acceptance rate: 19.6\%},
  thumbnail = {/thumbnails/bone.jpg},
  title = {Automatic Hand Skeletal Shape Estimation from Radiographs},
  year = {2018}
}

@inproceedings{greenwell2018objects,
  annotation = {career,remote_sensing,social_media,cvusa},
  author = {Greenwell, Connor and Workman, Scott and Jacobs, Nathan},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  project = {https://connorgreenwell.github.io/publication/what_goes_where/},
  title = {What Goes Where: Predicting Object Distributions from Above},
  pdf = {https://arxiv.org/pdf/1808.00995},
  doi = {10.1109/IGARSS.2018.8519251},
  year = {2018}
}

@inproceedings{liang2018mammo,
  annotation = {medical},
  author = {Liang, Gongbo and Wang, Xiaoqin and Jacobs, Nathan},
  booktitle = {SBI/ACR Breast Imaging Symposium},
  title = {Evaluating the Publicly Available Mammography Datasets for Deep Learning Model Training},
  year = {2018}
}

@inproceedings{salem2018soundscape,
  annotation = {career,remote_sensing,audio,social_media,cvsound,dataset_cvsound},
  author = {Salem, Tawfiq and Zhai, Menghua and Workman, Scott and Jacobs, Nathan},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
  pdf = {https://tsalem.github.io/audio-mapping/papers/salem2018soundscape.pdf},
  project = {https://tsalem.github.io/audio-mapping/},
  doi = {10.1109/IGARSS.2018.8517977},
  thumbnail = {/thumbnails/audio_mapping.jpg},
  title = {A Multimodal Approach to Mapping Soundscapes},
  year = {2018}
}

@inproceedings{song2018farsa,
  annotation = {career,spotlight,transportation},
  author = {Song, Weilian and Workman, Scott and Hadzic, Armin and Souleyrette, Reginald and Green, Eric and Chen, Mei and Zhang, Xu and Jacobs, Nathan},
  booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
  date-modified = {2020-03-31 16:56:51 -0400},
  pdf = {https://arxiv.org/pdf/1901.06013},
  thumbnail = {/thumbnails/farsa.jpg},
  title = {{FARSA}: Fully Automated Roadway Safety Assessment},
  tweet = {https://twitter.com/multimodal_lab/status/1352267952154943488},
  doi = {10.1109/WACV.2018.00063},
  year = {2018}
}

@inproceedings{jones2018kinome.2,
  annotation = {medical},
  author = {Jones, Derek and Jacobs, Nathan and Ellingson, Sally},
  booktitle = {ACM Richard Tapia Celebration of Diversity in Computing Conference},
  title = {Learning Deep Feature Representations for Kinase Polypharmacology},
  year = {2018}
}

@inproceedings{jones2018kinome,
  annotation = {medical},
  author = {Jones, Derek and Bopaiah, Jeevith and Alghamedy, Fatemah and Jacobs, Nathan and Weiss, Heidi and Jong, Wibe A De and Ellingson, Sally},
  booktitle = {AMIA Informatics Summit},
  title = {Polypharmacology Within the Full Kinome: a Machine Learning Approach},
  year = {2018}
}

@inproceedings{jacobs2018population,
  annotation = {career,spotlight,remote_sensing},
  author = {Jacobs, Nathan and Kraft, Adam and Rafique, M. Usman and Sharma, Ranti Dev},
  note = {Acceptance rate: 22.5\% (oral)},
  booktitle = {ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL)},
  code = {https://github.com/orbitalinsight/region-aggregation-public},
  tweet = {https://twitter.com/multimodal_lab/status/1354964074812092421},
  pdf = {https://arxiv.org/pdf/1810.09528},
  thumbnail = {/thumbnails/census.jpg},
  title = {A Weakly Supervised Approach for Estimating Spatial Density Functions from High-Resolution Satellite Imagery},
  doi = {10.1145/3274895.3274934},
  year = {2018}
}

@inproceedings{zhang2017mamo,
  author = {Zhang, Xiaofei and Zhang, Yi and Han, Erik and Jacobs, Nathan and Han, Qiong and Wang, Xiaoqin and Liu, Jinze},
  booktitle = {IEEE International Conference on Bioinformatics and Biomedicine (BIBM)},
  title = {Whole Mammogram Image Classification With Convolutional Neural Networks},
  year = {2017},
  note = {Acceptance rate: 19\%},
  doi = {10.1109/BIBM.2017.8217738},
  annotation = {medical,ugrad}
}

@inproceedings{song2017birds,
  annotation = {audio,ugrad},
  author = {Song, Weilian and Salem, Tawfiq and Jacobs, Nathan and Johnson, Michael},
  booktitle = {International Symposium on Acoustic Communication by Animals},
  title = {Detecting the Presence of Bird Vocalizations in Audio Segments Using a Convolutional Neural Network Architecture},
  year = {2017}
}

@inproceedings{zhai2017layout,
  annotation = {google_crossview,synthesis,localization,spotlight,nvidia,amazon,career,remote_sensing,cvusa},
  author = {Zhai, Menghua and Bessinger, Zach and Workman, Scott and Jacobs, Nathan},
  booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  code = {https://github.com/viibridges/crossnet},
  doi = {10.1109/CVPR.2017.440},
  note = {Acceptance rate: 29.2\%},
  pdf = {https://openaccess.thecvf.com/content_cvpr_2017/papers/Zhai_Predicting_Ground-Level_Scene_CVPR_2017_paper.pdf},
  tweet = {https://twitter.com/jacobsn/status/837012306814980097},
  thumbnail = {/thumbnails/predict_layout.jpg},
  title = {Predicting Ground-Level Scene Layout from Aerial Imagery},
  year = {2017}
}

@inproceedings{vo2017revisit,
  annotation = {career,localization,social_media},
  author = {Vo, Nam and Jacobs, Nathan and Hays, James},
  booktitle = {IEEE International Conference on Computer Vision (ICCV)},
  pdf = {https://arxiv.org/pdf/1705.04838},
  project = {https://www.cc.gatech.edu/%7envo9/revisitingim2gps_iccv2017/},
  title = {Revisiting {IM2GPS} in the Deep Learning Era},
  note = {Acceptance rate: 28.9\%},
  doi = {10.1109/ICCV.2017.286},
  year = {2017}
}

@inproceedings{workman2017nearremote,
  annotation = {google_crossview,career,spotlight,remote_sensing,social_media,near_remote,dataset_brooklyn_and_queens},
  author = {Workman, Scott and Zhai, Menghua and Crandall, David and Jacobs, Nathan},
  booktitle = {IEEE International Conference on Computer Vision (ICCV)},
  project = {http://cs.uky.edu/%7escott/research/unified/},
  pdf = {https://arxiv.org/pdf/1708.03035},
  thumbnail = {/thumbnails/nearremote.jpg},
  title = {A Unified Model for Near and Remote Sensing},
  note = {Acceptance rate: 28.9\%},
  doi = {10.1109/ICCV.2017.293},
  year = {2017}
}

@inproceedings{workman2017scenic,
  annotation = {google_crossview,career,spotlight,remote_sensing,social_media},
  author = {Workman, Scott and Souvenir, Richard and Jacobs, Nathan},
  booktitle = {IEEE International Conference on Computer Vision (ICCV)},
  project = {http://cs.uky.edu/%7escott/research/scenicness/},
  thumbnail = {/thumbnails/beauty.jpg},
  title = {Understanding and Mapping Natural Beauty},
  doi = {10.1109/ICCV.2017.596},
  note = {Acceptance rate: 28.9\%},
  pdf = {https://arxiv.org/pdf/1612.03142},
  year = {2017}
}

@article{jacobs2016cloudmap_journal,
  annotation = {webcam,weather,clouds,contextualeyes,motion,imagingwithnature,timelapse,remote_sensing},
  author = {Jacobs, Nathan and Workman, Scott and Souvenir, Richard},
  doi = {10.1016/j.imavis.2016.05.013},
  journal = {Image and Vision Computing (IVC)},
  month = aug,
  note = {Impact factor: 1.766},
  pages = {154--166},
  pdf = {https://drive.google.com/file/d/1ohcqYqbvMBjQCTppIBD74ZYmszLVGmKh/view?usp=sharing},
  project = {/research/clouds/index.html},
  thumbnail = {/thumbnails/cloudmaps.jpg},
  title = {Cloudmaps from Static Ground-View Video},
  volume = {52},
  year = {2016}
}

@article{sajid2016bg,
  annotation = {surveillance},
  author = {Sajid, Hasan and Cheung, Sen-ching S. and Jacobs, Nathan},
  doi = {10.1016/j.image.2016.07.008},
  journal = {Signal Processing: Image Communication},
  note = {Impact factor: 1.602},
  title = {Appearance based Background Subtraction for {PTZ} Cameras},
  year = {2016},
  month = jul
}

@inproceedings{bessinger2016wgt,
  annotation = {dataset_wgt,geolookbook,geofaces,ugrad,amazon,nvidia,social_media},
  author = {Bessinger, Zachary and Stauffer, Chris and Jacobs, Nathan},
  booktitle = {ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL)},
  title = {Who Goes There? {Approaches} to Mapping Facial Appearance Diversity},
  pdf = {https://drive.google.com/open?id=1-5J0puHLPsM7cYDwWjf9fu8RP9qeaT9h},
  doi = {10.1145/2996913.2996997},
  year = {2016}
}

@inproceedings{jacobs2016crossview,
  annotation = {google_crossview,amazon,nvidia,remote_sensing,abstract,social_media},
  author = {Jacobs, Nathan and Workman, Scott and Zhai, Menghua},
  booktitle = {IEEE Applied Imagery and Pattern Recognition (AIPR)},
  title = {Crossview Convolutional Networks},
  note = {(oral)},
  pdf = {https://drive.google.com/open?id=11Nklh0ywRjSCsyYzAlQooTzMydRA8UPK},
  doi = {10.1109/AIPR.2016.8010593},
  year = {2016}
}

@inproceedings{zhai2016mcmc,
  author = {Zhai, Menghua and Workman, Scott and Jacobs, Nathan},
  booktitle = {IEEE International Conference on Image Processing (ICIP)},
  title = {Camera Geo-Calibration using an {MCMC} Approach},
  year = {2016},
  annotation = {waldo,localization,calibration},
  note = {Acceptance rate: 45\%},
  doi = {10.1109/ICIP.2016.7532905},
  pdf = {https://drive.google.com/file/d/1GpvUQqynP_vawe-obWaQfbRyU75vVmrH/view?usp=sharing}
}

@inproceedings{bessinger2016curbappeal,
  annotation = {nvidia},
  author = {Bessinger, Zachary and Jacobs, Nathan},
  booktitle = {IEEE International Conference on Image Processing (ICIP)},
  pdf = {https://zachbessinger.com/assets/papers/bessinger2016quantifying.pdf},
  note = {Acceptance rate: 45\%},
  project = {https://zachbessinger.com/publications/bessinger2016quantifying/},
  title = {Quantifying Curb Appeal},
  doi = {10.1109/ICIP.2016.7533189},
  year = {2016}
}

@inproceedings{workman2016hlw,
  annotation = {hlw,dataset_hlw,spotlight,waldo,nvidia,localization,calibration},
  author = {Workman, Scott and Zhai, Menghua and Jacobs, Nathan},
  booktitle = {British Machine Vision Conference (BMVC)},
  note = {Acceptance rate: 39.4\%},
  code = {https://github.com/scottworkman/deephorizon},
  pdf = {https://arxiv.org/pdf/1604.02129},
  project = {/datasets/hlw/},
  thumbnail = {/thumbnails/hlw.jpg},
  title = {Horizon Lines in the Wild},
  year = {2016}
}

@inproceedings{zhai2016horizon,
  annotation = {spotlight,hlw,calibration,deeplearning,nvidia,contextualeyes},
  author = {Zhai, Menghua and Workman, Scott and Jacobs, Nathan},
  booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  code = {https://github.com/viibridges/gc-horizon-detector},
  pdf = {http://www.cv-foundation.org/openaccess/content_cvpr_2016/papers/Zhai_Detecting_Vanishing_Points_CVPR_2016_paper.pdf},
  thumbnail = {/thumbnails/horizon_sampling.jpg},
  title = {Detecting Vanishing Points using Global Image Context in a Non-{Manhattan} World},
  note = {Acceptance rate: 29.9\%},
  doi = {10.1109/CVPR.2016.610},
  year = {2016}
}

@inproceedings{salem2016face2year,
  annotation = {dataset_face2year,geofaces,contextualeyes,nvidia,social_media},
  author = {Salem, Tawfiq and Workman, Scott and Zhai, Menghua and Jacobs, Nathan},
  booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
  pages = {1--8},
  pdf = {https://drive.google.com/file/d/1CC61uyv6tWhUUex7ISAFHdPzdJC7XKSP/view?usp=sharing},
  doi = {10.1109/WACV.2016.7477678},
  project = {https://tsalem.github.io/audio-mapping/face2year/},
  title = {Analyzing Human Appearance as a Cue for Dating Images},
  note = {Acceptance rate: 42.3\%},
  year = {2016}
}

@inproceedings{mihail2016sky,
  annotation = {contextualeyes,dataset_skyfinder,skyfinder,nvidia,timelapse},
  author = {Mihail, Radu Paul and Workman, Scott and Bessinger, Zach and Jacobs, Nathan},
  booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
  pages = {1--6},
  doi = {10.1109/WACV.2016.7477637},
  pdf = {https://drive.google.com/file/d/1-76FxbBQW8oD2m0JnCkZ7RTz-t541TiD/view?usp=sharing},
  project = {https://mvrl.github.io/SkyFinder/},
  title = {Sky Segmentation in the Wild: An Empirical Study},
  note = {Acceptance rate: 42.3\%},
  year = {2016}
}

@inproceedings{baltenberger2016transient,
  annotation = {contextualeyes,nvidia,timelapse,localization},
  author = {Baltenberger, Ryan and Zhai, Menghua and Greenwell, Connor and Workman, Scott and Jacobs, Nathan},
  booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
  code = {https://github.com/mvrl/deeptransient/},
  pages = {1--8},
  pdf = {https://drive.google.com/file/d/1nIhSNqwduodSQOWh7qUNRKHEK_rWx2ZC/view?usp=sharing},
  project = {https://rbalten.github.io/transient/},
  doi = {10.1109/WACV.2016.7477713},
  title = {A Fast Method for Estimating Transient Scene Properties},
  note = {Acceptance rate: 42.3\%},
  year = {2016}
}

@article{geofacial,
  annotation = {dataset_geofaces,geofaces,spotlight,contextualeyes,social_media},
  author = {Islam, Mohammad T. and Greenwell, Connor and Souvenir, Richard and Jacobs, Nathan},
  doi = {10.1186/s13640-015-0070-9},
  journal = {EURASIP Journal on Image and Video Processing (JIVP)},
  month = jun,
  note = {Impact factor: 1.060},
  number = {1},
  pages = {1--14},
  pdf = {http://jivp.eurasipjournals.com/content/2015/1/17},
  project = {https://mvrl.cse.wustl.edu/research/geofaces/},
  thumbnail = {/thumbnails/geofacial.jpg},
  title = {Large-Scale Geo-Facial Image Analysis},
  volume = {2015},
  year = {2015},
  bdsk-url-1 = {https://doi.org/10.1186/s13640-015-0070-9}
}

@article{workman2015distributed,
  annotation = {tlc,spotlight,webcam,clouds,timelapse,imagingwithnature,calibration,journal,contextualeyes},
  author = {Workman, Scott and Souvenir, Richard and Jacobs, Nathan},
  doi = {10.1016/j.cviu.2014.10.002},
  journal = {Computer Vision and Image Understanding (CVIU)},
  month = apr,
  note = {Impact factor: 1.54},
  pages = {116--129},
  project = {/research/clouds/},
  thumbnail = {/thumbnails/multiday_clouds.jpg},
  title = {Scene Shape Estimation from Multiple Partly Cloudy Days},
  year = {2015},
  bdsk-url-1 = {https://doi.org/10.1016/j.cviu.2014.10.002}
}

@inproceedings{islam2015face2gps,
  annotation = {geofaces,contextualeyes,deeplearning,localization,social_media},
  author = {Islam, Mohammad T. and Workman, Scott and Jacobs, Nathan},
  booktitle = {IEEE International Conference on Image Processing (ICIP)},
  note = {Acceptance rate: 45\% (overall)},
  project = {https://mvrl.cse.wustl.edu/research/geofaces/},
  pubtype = {oral presentation},
  doi = {10.1109/ICIP.2015.7351072},
  title = {{Face2GPS}: Estimating Geographic Location from Facial Features},
  pdf = {https://drive.google.com/open?id=1-64CTPJw8LpyId7X7baIkXwY3JHpp_9v},
  year = {2015}
}

@inproceedings{workman2015localize,
  annotation = {spotlight,ugrad,dataset_cvusa,waldo,nvidia,remote_sensing,social_media,localization},
  author = {Workman, Scott and Souvenir, Richard and Jacobs, Nathan},
  booktitle = {IEEE International Conference on Computer Vision (ICCV)},
  code = {https://github.com/scottworkman/deeplyfound},
  pages = {1--9},
  pdf = {http://www.cv-foundation.org/openaccess/content_iccv_2015/papers/Workman_Wide-Area_Image_Geolocalization_ICCV_2015_paper.pdf},
  project = {http://cs.uky.edu/%7escott/research/deeplyfound/},
  thumbnail = {/thumbnails/crossview.jpg},
  title = {Wide-Area Image Geolocalization with Aerial Reference Imagery},
  doi = {10.1109/ICCV.2015.451},
  note = {Acceptance rate: 30.3\%},
  year = {2015}
}

@inproceedings{workman2015geocnn,
  annotation = {waldo,localization,calibration,cvusa,social_media,remote_sensing},
  author = {Workman, Scott and Jacobs, Nathan},
  booktitle = {IEEE/ISPRS Workshop: Large Scale Computer Vision for Remote Sensing (EARTHVISION)},
  note = {Acceptance rate: 30\%},
  pages = {1--9},
  pdf = {http://www.cv-foundation.org/openaccess/content_cvpr_workshops_2015/W13/papers/Workman_On_the_Location_2015_CVPR_paper.pdf},
  title = {On the Location Dependence of Convolutional Neural Network Features},
  doi = {10.1109/CVPRW.2015.7301385},
  year = {2015}
}

@incollection{mihail2015ra,
  annotation = {medical},
  author = {Mihail, Radu Paul and Jacobs, Nathan and Goldsmith, Judy and Lohr, Kristine},
  booktitle = {Serious Games Analytics},
  doi = {10.1007/978-3-319-05834-4_9},
  editor = {Loh, Christian Sebastian and Sheng, Yanyan and Ifenthaler, Dirk},
  isbn = {978-3-319-05833-7},
  keywords = {Game-based decision aids; Rheumatoid arthritis; Chronic diseases},
  pages = {211--231},
  publisher = {Springer International Publishing},
  series = {Advances in Game-Based Learning},
  title = {Using Visual Analytics to Inform Rheumatoid Arthritis Patient Choices},
  year = {2015}
}

@inproceedings{workman2015deepfocal,
  annotation = {calibration,deeplearning,contextualeyes,hlw,calibration,social_media},
  author = {Workman, Scott and Greenwell, Connor and Zhai, Menghua and Baltenberger, Ryan and Jacobs, Nathan},
  booktitle = {IEEE International Conference on Image Processing (ICIP)},
  note = {Acceptance rate: 45\% (overall)},
  project = {http://cs.uky.edu/%7escott/research/deepfocal/},
  doi = {10.1109/ICIP.2015.7351024},
  pdf = {https://citeseerx.ist.psu.edu/document?repid=rep1&type=pdf&doi=bfb395784e2fe214164e857e14db4557acdbf94b},
  title = {{DeepFocal}: A Method for Direct Focal Length Estimation},
  year = {2015}
}

@inproceedings{murdock2015cloudmap,
  annotation = {clouds,spotlight,contextualeyes,webcam,timelapse,remote_sensing},
  doi = {10.1109/ICCV.2015.85},
  author = {Murdock, Calvin and Jacobs, Nathan and Pless, Robert},
  booktitle = {IEEE International Conference on Computer Vision (ICCV)},
  pages = {1--9},
  pdf = {http://www.cv-foundation.org/openaccess/content_iccv_2015/papers/Murdock_Building_Dynamic_Cloud_ICCV_2015_paper.pdf},
  thumbnail = {/thumbnails/cloudmap.jpg},
  note = {Acceptance rate: 30.3\%},
  title = {Building Dynamic Cloud Maps from the Ground Up},
  year = {2015}
}

@inproceedings{islam14faces,
  annotation = {geofaces,contextualeyes,social_media},
  author = {Islam, Mohammad T. and Workman, Scott and Wu, Hui and Souvenir, Richard and Jacobs, Nathan},
  booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
  doi = {10.1109/WACV.2014.6835989},
  note = {Acceptance rate: 40\%},
  pages = {1042--1049},
  pdf = {https://drive.google.com/file/d/1fTi8DErADSplztfqkiQreq3whILSFkHo/view?usp=sharing},
  title = {Exploring the Geo-Dependence of Human Face Appearance},
  year = {2014},
  bdsk-url-1 = {https://doi.org/10.1109/WACV.2014.6835989}
}

@inproceedings{greenwell2014faceattributes,
  annotation = {workshop,ugrad,geofaces,contextualeyes,social_media},
  author = {Greenwell, Connor and Spurlock, Scott and Souvenir, Richard and Jacobs, Nathan},
  booktitle = {ACM SIGSPATIAL International Workshop on Crowdsourced and Volunteered Geographic Information (GEOCROWD)},
  doi = {10.1145/2676440.2676443},
  pages = {32--37},
  pdf = {https://drive.google.com/file/d/1lWiQXyf2e5IXjNA5blyw60wbfl5vTJW_/view?usp=sharing},
  project = {https://mvrl.cse.wustl.edu/research/geofaces/},
  title = {{GeoFaceExplorer}: Exploring the Geo-Dependence of Facial Attributes},
  year = {2014}
}

@inproceedings{workman2014rainbow,
  annotation = {spotlight,conference,contextualeyes,waldo,calibration},
  author = {Workman, Scott and Mihail, Radu Paul and Jacobs, Nathan},
  booktitle = {European Conference on Computer Vision (ECCV)},
  doi = {10.1007/978-3-319-10602-1_53},
  note = {Acceptance rate: 25\%},
  pages = {820--835},
  project = {http://cs.uky.edu/%7escott/research/rainbows/},
  pdf = {https://drive.google.com/open?id=1-CFEKS9ASAQF_DuHbV8RbNlZIfs7ccO0},
  thumbnail = {/thumbnails/rainbow.jpg},
  title = {{A Pot of Gold}: Rainbows as a Calibration Cue},
  year = {2014}
}

@inproceedings{whitney2014rss,
  annotation = {conference},
  author = {Whitney, Ann and Fessler, John and Parker, Johne and Jacobs, Nathan},
  doi = {10.1109/AIM.2014.6878242},
  booktitle = {IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM)},
  pages = {1183--1187},
  title = {Received Signal Strength Indication Signature for Passive {UHF} Tags},
  year = {2014}
}

@inproceedings{shi2014multisize,
  annotation = {conference,contextualeyes},
  author = {Shi, Feiyu and Zhai, Menghua and Duncan, Drew and Jacobs, Nathan},
  booktitle = {IEEE International Conference on Image Processing (ICIP)},
  doi = {10.1109/ICIP.2014.7025362},
  note = {Acceptance rate: 40\%},
  pages = {1807--1811},
  thumbnail = {/thumbnails/mpca.jpg},
  title = {{MPCA}: {EM}-Based {PCA} For Mixed-Size Image Datasets},
  pdf = {https://projet.liris.cnrs.fr/imagine/pub/proceedings/ICIP-2014/Papers/1569897145.pdf},
  year = {2014},
  bdsk-url-1 = {https://doi.org/10.1109/ICIP.2014.7025362}
}

@inproceedings{zhai2014multisize,
  annotation = {conference,contextualeyes},
  author = {Zhai, Menghua and Shi, Feiyu and Duncan, Drew and Jacobs, Nathan},
  booktitle = {International Conference on Pattern Recognition (ICPR)},
  doi = {10.1109/ICPR.2014.284},
  note = {Acceptance rate: 56.2\%},
  pages = {1603--1608},
  title = {Covariance-Based {PCA} for Multi-Size Data},
  year = {2014},
  pdf = {https://projet.liris.cnrs.fr/imagine/pub/proceedings/ICPR-2014/data/5209b603.pdf}
}

@inproceedings{smith2014calibration,
  annotation = {abstract,environment,ugrad,calibration},
  author = {Smith, J. David and Baltenberger, Ryan and Workman, Scott and Jacobs, Nathan},
  booktitle = {National Conference on Undergraduate Research (NCUR)},
  title = {User-in-the-Loop Calibration and Mensuration},
  year = {2014}
}

@inproceedings{mihail14skeleton,
  annotation = {medical,contextualeyes},
  author = {Mihail, Radu Paul and Blomquist, Gustav and Jacobs, Nathan},
  booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
  doi = {10.1109/WACV.2014.6836070},
  note = {Acceptance rate: 40\%},
  pages = {409--416},
  pdf = {https://drive.google.com/file/d/1RvUPj0ooHpMxsjkJ-ZqEeFlmjcdzybmB/view?usp=sharing},
  title = {A {CRF} Approach to Fitting a Generalized Hand Skeleton Model},
  year = {2014},
  bdsk-url-1 = {https://doi.org/10.1109/WACV.2014.6836070}
}

@inproceedings{jacobs14cloudmap,
  annotation = {tlc,webcam,weather,clouds,contextualeyes,conference,ugrad,motion,imagingwithnature,timelapse},
  author = {Jacobs, Nathan and King, Joshua and Bowers, Daniel and Souvenir, Richard},
  booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
  doi = {10.1109/WACV.2014.6836000},
  note = {Acceptance rate: 40\%},
  pages = {961--968},
  pdf = {https://drive.google.com/file/d/15CYlZYdzxjx6j4dPabzixATuAwV-CsJm/view?usp=sharing},
  project = {/research/clouds/index.html},
  thumbnail = {/thumbnails/cloudmap_parse.jpg},
  title = {Estimating Cloud Maps from Outdoor Image Sequences},
  year = {2014},
  bdsk-url-1 = {https://doi.org/10.1109/WACV.2014.6836000}
}

@article{jacobs13clouds,
  annotation = {dataset_tlc,webcam,clouds,timelapse,imagingwithnature,calibration,contextualeyes},
  author = {Jacobs, Nathan and Abrams, Austin and Pless, Robert},
  doi = {10.1109/TPAMI.2013.55},
  issn = {0162-8828},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI)},
  note = {Impact factor: 5.694},
  number = {10},
  pages = {2526--2538},
  pdf = {https://drive.google.com/file/d/1AtetDKvjt8K7RkKSCikwAY_RRI8Hqok5/view?usp=sharing},
  project = {/research/clouds/},
  title = {Two Cloud-Based Cues for Estimating Scene Structure and Camera Calibration},
  volume = {35},
  year = {2013},
  month = aug
}

@inproceedings{jacobs13multiday,
  annotation = {tlc,webcam,weather,clouds,conference,motion,contextualeyes,imagingwithnature,calibration,timelapse},
  author = {Jacobs, Nathan and Workman, Scott and Souvenir, Richard},
  booktitle = {ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC)},
  doi = {10.1109/ICDSC.2013.6778227},
  pages = {1--6},
  pdf = {https://drive.google.com/file/d/1ytXa8I-NtoPuKOFaBfgAeAxbFdwpBCOP/view?usp=sharing},
  project = {/research/clouds/index.html},
  thumbnail = {/thumbnails/multiday_clouds.jpg},
  title = {Scene Geometry from Several Partly Cloudy Days},
  year = {2013},
  bdsk-url-1 = {https://doi.org/10.1109/ICDSC.2013.6778227}
}

@inproceedings{mihail2013xna,
  annotation = {conference,education},
  author = {Mihail, Radu Paul and Goldsmith, Judy and Jacobs, Nathan and Jaromczyk, Jerzy},
  booktitle = {International Conference on Computer Games (CGAMES)},
  doi = {10.1145/2538862.2538898},
  note = {Best Student Paper Award (runner-up)},
  pages = {36--40},
  title = {Teaching Graphics for Games using {Microsoft XNA}},
  year = {2013},
  bdsk-url-1 = {https://doi.org/10.1145/2538862.2538898}
}

@inproceedings{baltenberger2013aerial,
  annotation = {abstract,environment,ugrad,remote_sensing},
  author = {Baltenberger, Ryan and Knochelman, James and Workman, Scott and Islam, Mohammad T. and Jacobs, Nathan and Griffioen, James},
  booktitle = {Kentucky GIS Conference},
  note = {Best Student Presentation},
  title = {Constructing a High-Resolution Mosaic of Kentucky Lake},
  year = {2013}
}

@inproceedings{zhou2013voeis,
  annotation = {abstract,environment},
  author = {Zhou, Xuzi and Workman, Scott and Islam, Mohammad T. and Jacobs, Nathan and Griffioen, James},
  booktitle = {Symposium in the Mathematical, Statistical and Computer Sciences},
  note = {Best Student Presentation},
  title = {Cyber Infrastructure for the {VOEIS} Project},
  year = {2013}
}

@inproceedings{islam13webcamweather,
  annotation = {workshop,amos,webcam,weather,contextualeyes,timelapse},
  author = {Islam, Mohammad T. and Jacobs, Nathan and Wu, Hui and Souvenir, Richard},
  booktitle = {IEEE CVPR Workshop on Ground Truth},
  note = {Acceptance rate: 67\%},
  pages = {1--7},
  pdf = {https://drive.google.com/file/d/1vpKID3O634HV-2gQQTnb3B81x9FJ6csq/view?usp=sharing},
  title = {{Images+Weather}: Collection, Validation, and Refinement},
  year = {2013}
}

@inproceedings{jacobs13cloudcalibration,
  annotation = {spotlight,motion,lost,conference,webcam,clouds,contextualeyes,timelapse,imagingwithnature,calibration},
  author = {Jacobs, Nathan and Islam, Mohammad T. and Workman, Scott},
  booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  doi = {10.1109/CVPR.2013.177},
  note = {Acceptance rate: 26.2\%},
  pages = {1344--1351},
  pdf = {https://drive.google.com/file/d/1k_pq_NEy6dtnYosZcIICNiy6w48A5cjQ/view?usp=sharing},
  project = {/research/clouds2calibration/},
  thumbnail = {/research/clouds2calibration/streamlines.gif},
  title = {Cloud Motion as a Calibration Cue},
  year = {2013},
  bdsk-url-1 = {https://doi.org/10.1109/CVPR.2013.177}
}

@inproceedings{murdock13clouds,
  annotation = {workshop,amos,timelapse,clouds,webcams,ugrad,contextualeyes,remote_sensing},
  author = {Murdock, Calvin and Jacobs, Nathan and Pless, Robert},
  booktitle = {IEEE Workshop on Applications of Computer Vision (WACV)},
  doi = {10.1109/WACV.2013.6475021},
  note = {Acceptance rate: 40\%},
  pages = {214--221},
  pdf = {https://www2.seas.gwu.edu/%7epless/papers/wacv2013Clouds.pdf},
  title = {{Webcam2Satellite}: Estimating Cloud Maps from Webcam Imagery},
  year = {2013},
  bdsk-url-1 = {https://doi.org/10.1109/WACV.2013.6475021}
}

@article{abrams2013shadow,
  title = {Shadow Estimation Method for "The Episolar Constraint: Monocular Shape from Shadow Correspondence"},
  author = {Abrams, Austin and Hawley, Chris and Miskell, Kylia and Stoica, Adina and Jacobs, Nathan and Pless, Robert},
  year = {2013},
  pdf = {https://arxiv.org/pdf/1304.4112},
  volume = {preprint 1304.4112 [cs.CV]},
  journal = {arXiv},
  primaryclass = {cs.CV}
}

@inproceedings{jacobs12aerial,
  annotation = {ugrad,remote_sensing},
  author = {Workman, Scott and Knochelmann, James and Jacobs, Nathan and White, David S. and Hauer, Richard},
  booktitle = {Kentucky EPSCoR Conference},
  title = {Registration and Visualization of Scientific Aerial Imagery at {Kentucky Lake}},
  year = {2012}
}

@inproceedings{welty2012update,
  annotation = {abstract,environment,timelapse,glacier,remote_sensing},
  author = {Welty, Ethan and Pfeffer, Tad and O'Neel, Shad and Jacobs, Nathan},
  booktitle = {Workshop on the Dynamics and Mass Budget of Arctic Glaciers},
  title = {Calving Dynamics of the {Columbia Glacier, AK} (2000-2011 Update)},
  year = {2012}
}

@inproceedings{abrams12lost,
  annotation = {spotlight,dataset_lost,workshop,timelapse,surveillance,tracking,contextualeyes,webcams},
  author = {Abrams, Austin and Tucek, Jim and Little, Joshua and Jacobs, Nathan and Pless, Robert},
  author+an = {4=highlight},
  booktitle = {IEEE Workshop on Applications of Computer Vision (WACV)},
  doi = {10.1109/WACV.2012.6163032},
  note = {Acceptance rate: 44\%},
  pages = {297--304},
  pdf = {https://drive.google.com/file/d/1n7uwYGdIP8w9QEdFojV4Vb-7mp3FnlIP/view?usp=sharing},
  pubtype = {oral presentation},
  thumbnail = {/thumbnails/lost.jpg},
  title = {{LOST}: Longterm Observation of Scenes (with Tracks)},
  year = {2012}
}

@inproceedings{mihail2012kinect,
  annotation = {workshop,gesture,pointcloud,hands,contextualeyes,3d},
  author = {Mihail, Radu Paul and Jacobs, Nathan and Goldsmith, Judy},
  booktitle = {International Conference on Image Processing, Computer Vision, and Pattern Recognition (IPCV)},
  pages = {1--7},
  pdf = {https://drive.google.com/file/d/1cEqMXtJ26JWGvBticgUU6CKylbeB9WR1/view?usp=sharing},
  title = {Real Time Gesture Recognition With 2 {Kinect} Sensors},
  year = {2012}
}

@inproceedings{jacobs11geolocate,
  annotation = {workshop,webcam,localization,ugrad,workshop,timelapse,cameranetwork,imagingwithnature,calibration},
  author = {Jacobs, Nathan and Miskell, Kylia and Pless, Robert},
  booktitle = {IEEE Workshop on Applications of Computer Vision (WACV)},
  doi = {10.1109/WACV.2011.5711494},
  pages = {132--138},
  pdf = {https://drive.google.com/file/d/1hRfo_WkwbY8PDejo6DPQWJb8V_mVd6pz/view?usp=sharing},
  project = {/research/geolocate/},
  pubtype = {oral presentation},
  title = {Webcam Geo-localization using Aggregate Light Levels},
  note = {(oral)},
  year = {2011},
  bdsk-url-1 = {https://doi.org/10.1109/WACV.2011.5711494}
}

@inproceedings{wang2011ky,
  annotation = {abstract,visualization,environment,voeis,epscor},
  author = {Wang, Peishing and Bhattacharyya, Siddhartha and White, David and Jacobs, Nathan},
  booktitle = {Kentucky EPSCoR Conference},
  title = {Visualization of {Kentucky Lake}},
  year = {2011}
}

@inproceedings{milliman2011phenocam,
  annotation = {abstract,timelapse,environment,social_media,webcam},
  author = {Milliman, Tom and Hufkins, Koen and Lavine, Isaac and Jacobs, Nathan and Pless, Robert and Richardson, Andrew and Frolking, Steve},
  booktitle = {American Geophysical Union Annual Meeting},
  title = {{The PhenoCam Website}: Adventures in ``Crowd-Sourcing'' Data Collection, Distribution and Analysis},
  year = {2011}
}

@inproceedings{dixon11subtle,
  annotation = {spotlight,motion,tracking,pca,conference},
  author = {Dixon, Michael and Abrams, Austin and Jacobs, Nathan and Pless, Robert},
  booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  doi = {10.1109/CVPR.2011.5995703},
  note = {Acceptance rate: 26.4\%},
  pages = {1--8},
  pdf = {https://ieeexplore.ieee.org/document/5995703},
  thumbnail = {/thumbnails/flow.gif},
  video = {https://www.youtube.com/watch?v=6AKbJYpY23o},
  title = {On Analyzing Video with Very Small Motions},
  year = {2011},
  bdsk-url-1 = {https://doi.org/10.1109/CVPR.2011.5995703}
}

@inproceedings{jacobs10clouds,
  author = {Jacobs, Nathan and Bies, Brian and Pless, Robert},
  booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  title = {Using Cloud Shadows to Infer Scene Structure and Camera Calibration},
  year = {2010},
  month = jun,
  note = {Acceptance rate: 4.5\% (oral)},
  pages = {1102--1109},
  annotation = {dataset_tlc,spotlight,ugrad,webcam,clouds,timelapse,imagingwithnature,calibration,3d},
  bdsk-url-1 = {https://doi.org/10.1109/CVPR.2010.5540093},
  doi = {10.1109/CVPR.2010.5540093},
  pdf = {https://drive.google.com/file/d/1eflM6RG6JAKW42ilT3xBApX8EzUFq74B/view?usp=sharing},
  project = {/research/clouds/},
  pubtype = {oral presentation},
  thumbnail = {/images/2013/11/thumb.gif}
}

@techreport{jacobsthesis,
  annotation = {webcam,remote_sensing,surveillance,timelapse,3d,calibration,social_media},
  author = {Jacobs, Nathan},
  institution = {Computer Science and Engineering, Washington University in St. Louis, MO, USA},
  month = may,
  title = {Discovering, Localizing, Calibrating, and Using Thousands of Outdoor Webcams},
  pdf = {https://drive.google.com/file/d/1O1uRhTp-54bK8_E012ROqBLttX2xqHvD/view?usp=sharing},
  year = {2010}
}

@inproceedings{jacobs10integral,
  author = {Jacobs, Nathan and Schuh, Stephen and Pless, Robert},
  booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
  title = {Compressive Sensing and Differential Image Motion Estimation},
  year = {2010},
  month = mar,
  note = {Acceptance rate = 10\% (oral)},
  pages = {718--721},
  annotation = {compressive,motion,calibration},
  bdsk-url-1 = {https://doi.org/10.1109/ICASSP.2010.5495053},
  doi = {10.1109/ICASSP.2010.5495053},
  pdf = {https://drive.google.com/file/d/14-we2hEKUtgtKrkxmXerlPQ6RvbzGCUQ/view?usp=sharing},
  project = {/research/integral-pixel-motion/},
  pubtype = {oral presentation}
}

@inproceedings{abrams10live3d,
  author = {Abrams, Austin and Fridrich, Nick and Jacobs, Nathan and Pless, Robert},
  booktitle = {International Conference on Computing for Geospatial Research and Applications (COM.GEO)},
  title = {Participatory Integration of Live Webcams into {GIS}},
  note = {(oral)},
  year = {2010},
  pages = {1--8},
  annotation = {webcam,ugrad,visualization,timelapse,cameranetwork,calibration,3d},
  bdsk-url-1 = {https://doi.org/10.1145/1823854.1823867},
  doi = {10.1145/1823854.1823867},
  pdf = {http://research.engineering.wustl.edu/%7eabramsa/papers/comgeo_camera.pdf},
  pubtype = {oral presentation}
}

@inproceedings{jacobs09webcamgis,
  author = {Jacobs, Nathan and Burgin, Walker and Fridrich, Nick and Abrams, Austin and Miskell, Kylia and Braswell, Bobby H. and Richardson, Andrew D. and Pless, Robert},
  booktitle = {ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL)},
  title = {The Global Network of Outdoor Webcams: Properties and Applications},
  year = {2009},
  month = nov,
  note = {Acceptance rate: 20.9\%},
  pages = {111--120},
  annotation = {dataset_amos,spotlight,ugrad,webcam,timelapse,cameranetwork,calibration,social_media},
  bdsk-url-1 = {https://doi.org/10.1145/1653771.1653789},
  date-modified = {2020-03-31 16:58:07 -0400},
  doi = {10.1145/1653771.1653789},
  pdf = {https://drive.google.com/file/d/1B8zdqGHo5lmDN9cRO_j2RMmhQPQ29Drm/view?usp=sharing},
  pubtype = {oral presentation},
  thumbnail = {/thumbnails/webcam_network.jpg}
}

@inproceedings{jacobs09sheet,
  annotation = {tracking,surveillance,motion},
  author = {Jacobs, Nathan and Dixon, Michael and Satkin, Scott and Pless, Robert},
  booktitle = {IEEE ICCV Workshop on Visual Surveillance},
  doi = {10.1109/ICCVW.2009.5457477},
  month = oct,
  pages = {1161--1168},
  title = {Efficient Tracking of Many Objects in Structured Environments},
  pdf = {https://openscholarship.wustl.edu/cgi/viewcontent.cgi?article=1034&context=cse_research},
  year = {2009},
  bdsk-url-1 = {https://doi.org/10.1109/ICCVW.2009.5457477}
}

@inproceedings{jacobs09multicam,
  annotation = {tracking,surveillance,cameranetwork},
  author = {Dixon, Michael and Jacobs, Nathan and Pless, Robert},
  booktitle = {ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC)},
  doi = {10.1109/ICDSC.2009.5289383},
  month = sep,
  pages = {1--8},
  pdf = {https://drive.google.com/file/d/1uSTB4KUHIyTfW5hQkfuLnaXfQg3wMTl4/view?usp=sharing},
  title = {An Efficient System for Vehicle Tracking in Multi-Camera Networks},
  year = {2009},
  bdsk-url-1 = {https://doi.org/10.1109/ICDSC.2009.5289383}
}

@inproceedings{jacobs09phdforum,
  annotation = {webcam,timelapse,cameranetwork,calibration},
  author = {Jacobs, Nathan and Pless, Robert},
  booktitle = {ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC)},
  doi = {10.1109/ICDSC.2009.5289404},
  month = sep,
  note = {Winner PhD Forum Prize},
  pages = {1--2},
  pubtype = {oral presentation},
  title = {Calibrating and Using the Global Network of Outdoor Webcams},
  year = {2009},
  bdsk-url-1 = {https://doi.org/10.1109/ICDSC.2009.5289404}
}

@inproceedings{jacobs09webcamdata,
  annotation = {webcam,cameranetwork,timelapse,ugrad,calibration},
  author = {Jacobs, Nathan and Burgin, Walker and Speyer, Richard and Ross, David and Pless, Robert},
  booktitle = {IEEE CVPR Workshop on Internet Vision},
  doi = {10.1109/CVPRW.2009.5204185},
  month = jun,
  pages = {39--46},
  pdf = {https://drive.google.com/file/d/1dQShmCqccm3grkuct4YF03sIC3mmRtai/view?usp=sharing},
  pubtype = {oral presentation},
  title = {Adventures in Archiving and Using Three Years of Webcam Images},
  year = {2009},
  bdsk-url-1 = {https://doi.org/10.1109/CVPRW.2009.5204185}
}

@techreport{jacobs09integralTR,
  annotation = {motion,compressive,calibration},
  author = {Jacobs, Nathan and Schuh, Stephen and Pless, Robert},
  institution = {Computer Science and Engineering, Washington University in St. Louis, MO, USA},
  month = jun,
  number = {WUCSE-2009-16},
  project = {/research/integral-pixel-motion/},
  pdf = {https://openscholarship.wustl.edu/cgi/viewcontent.cgi?article=1005&context=cse_research},
  title = {On Unusual Pixel Shapes and Image Motion},
  year = {2009}
}

@inproceedings{jacobs09webcamAIPR,
  annotation = {webcam,timelapse,cameranetwork,calibration,abstract},
  author = {Jacobs, Nathan and Souvenir, Richard and Pless, Robert},
  booktitle = {IEEE Applied Imagery and Pattern Recognition (AIPR)},
  date-modified = {2020-03-31 16:56:03 -0400},
  doi = {10.1109/AIPR.2009.5466314},
  note = {Best Student Paper},
  pages = {1--8},
  pubtype = {oral presentation},
  title = {{Passive Vision}: The Global Webcam Imaging Network},
  year = {2009},
  bdsk-url-1 = {https://doi.org/10.1109/AIPR.2009.5466314}
}

@inproceedings{pless09trackingAIPR,
  annotation = {tracking,surveillance,abstract,timelapse,motion,cameranetwork,abstract},
  author = {Pless, Robert and Jacobs, Nathan and Dixon, Michael and Hartley, Ralph and Baker, Patrick and Brock, Derek and Cassimatis, Nick and Perzanowski, Dennis},
  booktitle = {IEEE Applied Imagery and Pattern Recognition (AIPR)},
  date-modified = {2020-03-31 16:55:59 -0400},
  doi = {10.1109/AIPR.2009.5466307},
  pubtype = {oral presentation},
  title = {{Persistence and Tracking}: Putting Vehicles and Trajectories in Context},
  year = {2009},
  bdsk-url-1 = {https://doi.org/10.1109/AIPR.2009.5466307}
}

@article{jacobs08timescales,
  author = {Jacobs, Nathan and Pless, Robert},
  journal = {IEEE Transactions on Circuits and Systems for Video Technology (CSVT)},
  title = {Time Scales in Video Surveillance},
  year = {2008},
  month = aug,
  note = {Impact factor: 2.615},
  number = {8},
  pages = {1106--1113},
  volume = {18},
  annotation = {surveillance,timelapse,motion,visualization},
  bdsk-url-1 = {https://doi.org/10.1109/TCSVT.2008.928215},
  doi = {10.1109/TCSVT.2008.928215}
}

@inproceedings{jacobs08transition,
  author = {Jacobs, Nathan and Dixon, Michael and Pless, Robert},
  booktitle = {IEEE Workshop on Motion and Video Computing (WMVC)},
  title = {Location-specific Transition Distributions for Tracking},
  year = {2008},
  month = jan,
  note = {Acceptance rate: 33.3\%},
  annotation = {tracking,surveillance,timelapse,motion},
  bdsk-url-1 = {https://doi.org/10.1109/WMVC.2008.4544061},
  doi = {10.1109/WMVC.2008.4544061},
  pdf = {https://drive.google.com/file/d/1kifmgSIT6bPvEFHmzhJ1xZUMzdxlK-4r/view?usp=sharing},
  pubtype = {oral presentation}
}

@inproceedings{jacobs08geoorient,
  author = {Jacobs, Nathan and Roman, Nathaniel and Pless, Robert},
  booktitle = {IEEE Workshop on Applications of Computer Vision (WACV)},
  title = {Toward Fully Automatic Geo-Location and Geo-Orientation of Static Outdoor Cameras},
  year = {2008},
  month = jan,
  note = {Acceptance rate: 33.3\%},
  pages = {1--6},
  annotation = {localization,ugrad,timelapse,webcam,calibration,cameranetwork,imagingwithnature},
  bdsk-url-1 = {https://doi.org/10.1109/WACV.2008.4544040},
  doi = {10.1109/WACV.2008.4544040},
  pdf = {https://drive.google.com/file/d/1Sl4lcGybP-XJccAoziY96GZRGiqC_y-w/view?usp=sharing},
  pubtype = {oral presentation}
}

@inproceedings{jacobs07geolocate,
  author = {Jacobs, Nathan and Satkin, Scott and Roman, Nathaniel and Speyer, Richard and Pless, Robert},
  booktitle = {IEEE International Conference on Computer Vision (ICCV)},
  title = {Geolocating Static Cameras},
  year = {2007},
  month = oct,
  note = {Acceptance rate: 23\%},
  pages = {1--6},
  annotation = {spotlight,ugrad,localization,calibration,webcam,cameranetwork,imagingwithnature},
  bdsk-url-1 = {https://doi.org/10.1109/ICCV.2007.4408995},
  doi = {10.1109/ICCV.2007.4408995},
  pdf = {https://drive.google.com/file/d/1-b5r4EYvHF4uUQDqVIHdKplZ5DjWTM5P/view?usp=sharing},
  project = {/research/geolocate/},
  thumbnail = {/thumbnails/localize.jpg}
}

@inproceedings{jacobs07amos,
  author = {Jacobs, Nathan and Roman, Nathaniel and Pless, Robert},
  booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  title = {Consistent Temporal Variations in Many Outdoor Scenes},
  year = {2007},
  month = jun,
  note = {Acceptance rate: 23.4\%},
  pages = {1--6},
  annotation = {dataset_amos,spotlight,ugrad,webcam,timelapse,dimensionality},
  bdsk-url-1 = {https://doi.org/10.1109/CVPR.2007.383258},
  doi = {10.1109/CVPR.2007.383258},
  pdf = {https://drive.google.com/file/d/1azQYzShOnt1y8TwU4VoWOW8kkYP9mM9S/view?usp=sharing},
  project = {/research/global-webcam-archive/},
  thumbnail = {/thumbnails/consistent.jpg}
}

@inproceedings{jacobs07shapemodel,
  author = {Jacobs, Nathan and Pless, Robert},
  booktitle = {IEEE Workshop on Motion and Video Computing (WMVC)},
  title = {{Shape Background Modeling}: The Shape of Things That Came},
  year = {2007},
  month = feb,
  pages = {1--6},
  annotation = {timelapse,surveillance,tracking,dimensionality},
  bdsk-url-1 = {https://doi.org/10.1109/WMVC.2007.35},
  doi = {10.1109/WMVC.2007.35},
  pdf = {https://drive.google.com/file/d/1BcCXLk_EQsOmvqqBZg0vt-gQsl7h-pSf/view?usp=sharing},
  project = {/research/localshape/},
  pubtype = {oral presentation}
}

@inproceedings{jacobs06multitemp,
  annotation = {surveillance,timelapse,visualization},
  author = {Jacobs, Nathan and Pless, Robert},
  booktitle = {ACM International Workshop on Visual Surveillance and Sensor Networks (VSSN)},
  doi = {10.1145/1178782.1178805},
  month = oct,
  pdf = {https://drive.google.com/file/d/1FZyygSHKD8o2OMPc92cLNAKXPNIZjFng/view?usp=sharing},
  project = {/research/multitemporal/},
  title = {Real-time Constant Memory Visual Summaries for Surveillance},
  year = {2006},
  bdsk-url-1 = {https://doi.org/10.1145/1178782.1178805}
}

@inproceedings{pocvCylinder,
  author = {Dixon, Michael and Jacobs, Nathan and Pless, Robert},
  booktitle = {IEEE CVPR Workshop on Perceptual Organization in Computer Vision (POCV)},
  title = {Finding Minimal Parameterizations of Cylindrical Image Manifolds},
  year = {2006},
  month = jun,
  pages = {1--8},
  annotation = {medical,timelapse,dimensionality,visualization},
  bdsk-url-1 = {https://doi.org/10.1109/CVPRW.2006.82},
  doi = {10.1109/CVPRW.2006.82},
  pdf = {https://drive.google.com/file/d/1XDoVyXkAkXlRa-IbNQzEIOvpkz9-LJTp/view?usp=sharing}
}

@inproceedings{anderson02piechart,
  author = {Anderson, Terry and Hussam, Ali and Plummer, Bill and Jacobs, Nathan},
  booktitle = {International Conference on Asian Digital Libraries (ICADL)},
  title = {Pie Charts for Visualizing Query Term Frequency in Search Results},
  year = {2002},
  annotation = {visualization},
  doi = {10.1007/3-540-36227-4_52},
  language = {English}
}

@inproceedings{hussam99highlight,
  annotation = {visualization},
  author = {Hussam, Ali and Anderson, Terry and Jacobs, Nathan and Eckhoff, Damon and Merayyan, Ali and Yang, Yunhai},
  booktitle = {IFIP Conference on Human-Computer Interaction (INTERACT)},
  month = sep,
  title = {Semantic Highlighting: Enhancing Search Engine Display and Web Document Interactivity},
  doi = {10.1007/3-540-36227-4_52},
  year = {1999}
}