EarthVision: Large Scale Computer Vision for Remote Sensing Imagery


Self-Supervised Multi-Image Super-Resolution for Push-Frame Satellite Images
Ngoc Long Nguyen,
Jeremy Anger,
Axel Davy,
Pablo Arias,
Gabriele Facciolo
[pdf] [supp]
[bibtex]
@InProceedings{Nguyen_2021_CVPR, author = {Nguyen, Ngoc Long and Anger, Jeremy and Davy, Axel and Arias, Pablo and Facciolo, Gabriele}, title = {Self-Supervised Multi-Image Super-Resolution for Push-Frame Satellite Images}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1121-1131} }

Towards Indirect Top-Down Road Transport Emissions Estimation
Ryan Mukherjee,
Derek Rollend,
Gordon Christie,
Armin Hadzic,
Sally Matson,
Anshu Saksena,
Marisa Hughes
[pdf] [arXiv]
[bibtex]
@InProceedings{Mukherjee_2021_CVPR, author = {Mukherjee, Ryan and Rollend, Derek and Christie, Gordon and Hadzic, Armin and Matson, Sally and Saksena, Anshu and Hughes, Marisa}, title = {Towards Indirect Top-Down Road Transport Emissions Estimation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1092-1101} }

Training Domain-Invariant Object Detector Faster With Feature Replay and Slow Learner
Chaehyeon Lee,
Junghoon Seo,
Heechul Jung
[pdf] [arXiv]
[bibtex]
@InProceedings{Lee_2021_CVPR, author = {Lee, Chaehyeon and Seo, Junghoon and Jung, Heechul}, title = {Training Domain-Invariant Object Detector Faster With Feature Replay and Slow Learner}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1172-1181} }

LandCover.ai: Dataset for Automatic Mapping of Buildings, Woodlands, Water and Roads From Aerial Imagery
Adrian Boguszewski,
Dominik Batorski,
Natalia Ziemba-Jankowska,
Tomasz Dziedzic,
Anna Zambrzycka
[pdf]
[bibtex]
@InProceedings{Boguszewski_2021_CVPR, author = {Boguszewski, Adrian and Batorski, Dominik and Ziemba-Jankowska, Natalia and Dziedzic, Tomasz and Zambrzycka, Anna}, title = {LandCover.ai: Dataset for Automatic Mapping of Buildings, Woodlands, Water and Roads From Aerial Imagery}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1102-1110} }

OpenGF: An Ultra-Large-Scale Ground Filtering Dataset Built Upon Open ALS Point Clouds Around the World
Nannan Qin,
Weikai Tan,
Lingfei Ma,
Dedong Zhang,
Jonathan Li
[pdf] [arXiv]
[bibtex]
@InProceedings{Qin_2021_CVPR, author = {Qin, Nannan and Tan, Weikai and Ma, Lingfei and Zhang, Dedong and Li, Jonathan}, title = {OpenGF: An Ultra-Large-Scale Ground Filtering Dataset Built Upon Open ALS Point Clouds Around the World}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1082-1091} }

Addressing Visual Search in Open and Closed Set Settings
Nathan Drenkow,
Philippe Burlina,
Neil Fendley,
Onyekachi Odoemene,
Jared Markowitz
[pdf] [arXiv]
[bibtex]
@InProceedings{Drenkow_2021_CVPR, author = {Drenkow, Nathan and Burlina, Philippe and Fendley, Neil and Odoemene, Onyekachi and Markowitz, Jared}, title = {Addressing Visual Search in Open and Closed Set Settings}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1143-1151} }

QFabric: Multi-Task Change Detection Dataset
Sagar Verma,
Akash Panigrahi,
Siddharth Gupta
[pdf]
[bibtex]
@InProceedings{Verma_2021_CVPR, author = {Verma, Sagar and Panigrahi, Akash and Gupta, Siddharth}, title = {QFabric: Multi-Task Change Detection Dataset}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1052-1061} }

Shadow Neural Radiance Fields for Multi-View Satellite Photogrammetry
Dawa Derksen,
Dario Izzo
[pdf] [arXiv]
[bibtex]
@InProceedings{Derksen_2021_CVPR, author = {Derksen, Dawa and Izzo, Dario}, title = {Shadow Neural Radiance Fields for Multi-View Satellite Photogrammetry}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1152-1161} }

Point2color: 3D Point Cloud Colorization Using a Conditional Generative Network and Differentiable Rendering for Airborne LiDAR
Takayuki Shinohara,
Haoyi Xiu,
Masashi Matsuoka
[pdf]
[bibtex]
@InProceedings{Shinohara_2021_CVPR, author = {Shinohara, Takayuki and Xiu, Haoyi and Matsuoka, Masashi}, title = {Point2color: 3D Point Cloud Colorization Using a Conditional Generative Network and Differentiable Rendering for Airborne LiDAR}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1062-1071} }

Combining Remotely Sensed Imagery With Survival Models for Outage Risk Estimation of the Power Grid
Arpit Jain,
Tapan Shah,
Mohammed Yousefhussien,
Achalesh Pandey
[pdf]
[bibtex]
@InProceedings{Jain_2021_CVPR, author = {Jain, Arpit and Shah, Tapan and Yousefhussien, Mohammed and Pandey, Achalesh}, title = {Combining Remotely Sensed Imagery With Survival Models for Outage Risk Estimation of the Power Grid}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1202-1211} }

EarthNet2021: A Large-Scale Dataset and Challenge for Earth Surface Forecasting as a Guided Video Prediction Task.
Christian Requena-Mesa,
Vitus Benson,
Markus Reichstein,
Jakob Runge,
Joachim Denzler
[pdf] [supp]
[bibtex]
@InProceedings{Requena-Mesa_2021_CVPR, author = {Requena-Mesa, Christian and Benson, Vitus and Reichstein, Markus and Runge, Jakob and Denzler, Joachim}, title = {EarthNet2021: A Large-Scale Dataset and Challenge for Earth Surface Forecasting as a Guided Video Prediction Task.}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1132-1142} }

Dot Distance for Tiny Object Detection in Aerial Images
Chang Xu,
Jinwang Wang,
Wen Yang,
Lei Yu
[pdf]
[bibtex]
@InProceedings{Xu_2021_CVPR, author = {Xu, Chang and Wang, Jinwang and Yang, Wen and Yu, Lei}, title = {Dot Distance for Tiny Object Detection in Aerial Images}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1192-1201} }

Machine-Learned 3D Building Vectorization From Satellite Imagery
Yi Wang,
Stefano Zorzi,
Ksenia Bittner
[pdf] [arXiv]
[bibtex]
@InProceedings{Wang_2021_CVPR, author = {Wang, Yi and Zorzi, Stefano and Bittner, Ksenia}, title = {Machine-Learned 3D Building Vectorization From Satellite Imagery}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1072-1081} }

Single View Geocentric Pose in the Wild
Gordon Christie,
Kevin Foster,
Shea Hagstrom,
Gregory D. Hager,
Myron Z. Brown
[pdf] [arXiv]
[bibtex]
@InProceedings{Christie_2021_CVPR, author = {Christie, Gordon and Foster, Kevin and Hagstrom, Shea and Hager, Gregory D. and Brown, Myron Z.}, title = {Single View Geocentric Pose in the Wild}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1162-1171} }

Learning To Predict Crop Type From Heterogeneous Sparse Labels Using Meta-Learning
Gabriel Tseng,
Hannah Kerner,
Catherine Nakalembe,
Inbal Becker-Reshef
[pdf]
[bibtex]
@InProceedings{Tseng_2021_CVPR, author = {Tseng, Gabriel and Kerner, Hannah and Nakalembe, Catherine and Becker-Reshef, Inbal}, title = {Learning To Predict Crop Type From Heterogeneous Sparse Labels Using Meta-Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1111-1120} }

Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding
Vladan Stojnic,
Vladimir Risojevic
[pdf] [arXiv]
[bibtex]
@InProceedings{Stojnic_2021_CVPR, author = {Stojnic, Vladan and Risojevic, Vladimir}, title = {Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1182-1191} }