EarthVision: Large Scale Computer Vision for Remote Sensing Imagery


Sparse Multimodal Vision Transformer for Weakly Supervised Semantic Segmentation
Joëlle Hanna,
Michael Mommert,
Damian Borth
[pdf]
[bibtex]
@InProceedings{Hanna_2023_CVPR, author = {Hanna, Jo\"elle and Mommert, Michael and Borth, Damian}, title = {Sparse Multimodal Vision Transformer for Weakly Supervised Semantic Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2145-2154} }

GeoMultiTaskNet: Remote Sensing Unsupervised Domain Adaptation Using Geographical Coordinates
Valerio Marsocci,
Nicolas Gonthier,
Anatol Garioud,
Simone Scardapane,
Clément Mallet
[pdf] [arXiv]
[bibtex]
@InProceedings{Marsocci_2023_CVPR, author = {Marsocci, Valerio and Gonthier, Nicolas and Garioud, Anatol and Scardapane, Simone and Mallet, Cl\'ement}, title = {GeoMultiTaskNet: Remote Sensing Unsupervised Domain Adaptation Using Geographical Coordinates}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2075-2085} }

Masked Vision Transformers for Hyperspectral Image Classification
Linus Scheibenreif,
Michael Mommert,
Damian Borth
[pdf]
[bibtex]
@InProceedings{Scheibenreif_2023_CVPR, author = {Scheibenreif, Linus and Mommert, Michael and Borth, Damian}, title = {Masked Vision Transformers for Hyperspectral Image Classification}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2166-2176} }

Handheld Burst Super-Resolution Meets Multi-Exposure Satellite Imagery
Jamy Lafenetre,
Ngoc Long Nguyen,
Gabriele Facciolo,
Thomas Eboli
[pdf] [arXiv]
[bibtex]
@InProceedings{Lafenetre_2023_CVPR, author = {Lafenetre, Jamy and Nguyen, Ngoc Long and Facciolo, Gabriele and Eboli, Thomas}, title = {Handheld Burst Super-Resolution Meets Multi-Exposure Satellite Imagery}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2056-2064} }

Deep Unfolding for Hypersharpening Using a High-Frequency Injection Module
Jamila Mifdal,
Marc Tomás-Cruz,
Alessandro Sebastianelli,
Bartomeu Coll,
Joan Duran
[pdf] [supp]
[bibtex]
@InProceedings{Mifdal_2023_CVPR, author = {Mifdal, Jamila and Tom\'as-Cruz, Marc and Sebastianelli, Alessandro and Coll, Bartomeu and Duran, Joan}, title = {Deep Unfolding for Hypersharpening Using a High-Frequency Injection Module}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2106-2115} }

Multi-Modal Multi-Objective Contrastive Learning for Sentinel-1/2 Imagery
Jonathan Prexl,
Michael Schmitt
[pdf]
[bibtex]
@InProceedings{Prexl_2023_CVPR, author = {Prexl, Jonathan and Schmitt, Michael}, title = {Multi-Modal Multi-Objective Contrastive Learning for Sentinel-1/2 Imagery}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2136-2144} }

Solar Irradiance Anticipative Transformer
Thomas M. Mercier,
Tasmiat Rahman,
Amin Sabet
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Mercier_2023_CVPR, author = {Mercier, Thomas M. and Rahman, Tasmiat and Sabet, Amin}, title = {Solar Irradiance Anticipative Transformer}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2065-2074} }

UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series
Patrick Ebel,
Vivien Sainte Fare Garnot,
Michael Schmitt,
Jan Dirk Wegner,
Xiao Xiang Zhu
[pdf] [arXiv]
[bibtex]
@InProceedings{Ebel_2023_CVPR, author = {Ebel, Patrick and Garnot, Vivien Sainte Fare and Schmitt, Michael and Wegner, Jan Dirk and Zhu, Xiao Xiang}, title = {UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2086-2096} }

Comprehensive Quality Assessment of Optical Satellite Imagery Using Weakly Supervised Video Learning
Valerie J. Pasquarella,
Christopher F. Brown,
Wanda Czerwinski,
William J. Rucklidge
[pdf]
[bibtex]
@InProceedings{Pasquarella_2023_CVPR, author = {Pasquarella, Valerie J. and Brown, Christopher F. and Czerwinski, Wanda and Rucklidge, William J.}, title = {Comprehensive Quality Assessment of Optical Satellite Imagery Using Weakly Supervised Video Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2125-2135} }

Inferring the Past: A Combined CNN-LSTM Deep Learning Framework To Fuse Satellites for Historical Inundation Mapping
Jonathan Giezendanner,
Rohit Mukherjee,
Matthew Purri,
Mitchell Thomas,
Max Mauerman,
A.K.M. Saiful Islam,
Beth Tellman
[pdf] [arXiv]
[bibtex]
@InProceedings{Giezendanner_2023_CVPR, author = {Giezendanner, Jonathan and Mukherjee, Rohit and Purri, Matthew and Thomas, Mitchell and Mauerman, Max and Islam, A.K.M. Saiful and Tellman, Beth}, title = {Inferring the Past: A Combined CNN-LSTM Deep Learning Framework To Fuse Satellites for Historical Inundation Mapping}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2155-2165} }

DeepSim-Nets: Deep Similarity Networks for Stereo Image Matching
Mohamed Ali Chebbi,
Ewelina Rupnik,
Marc Pierrot-Deseilligny,
Paul Lopes
[pdf]
[bibtex]
@InProceedings{Chebbi_2023_CVPR, author = {Chebbi, Mohamed Ali and Rupnik, Ewelina and Pierrot-Deseilligny, Marc and Lopes, Paul}, title = {DeepSim-Nets: Deep Similarity Networks for Stereo Image Matching}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2097-2105} }

Seasonal Domain Shift in the Global South: Dataset and Deep Features Analysis
Georgios Voulgaris,
Andy Philippides,
Jonathan Dolley,
Jeremy Reffin,
Fiona Marshall,
Novi Quadrianto
[pdf]
[bibtex]
@InProceedings{Voulgaris_2023_CVPR, author = {Voulgaris, Georgios and Philippides, Andy and Dolley, Jonathan and Reffin, Jeremy and Marshall, Fiona and Quadrianto, Novi}, title = {Seasonal Domain Shift in the Global South: Dataset and Deep Features Analysis}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2116-2124} }

APPLeNet: Visual Attention Parameterized Prompt Learning for Few-Shot Remote Sensing Image Generalization Using CLIP
Mainak Singha,
Ankit Jha,
Bhupendra Solanki,
Shirsha Bose,
Biplab Banerjee
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Singha_2023_CVPR, author = {Singha, Mainak and Jha, Ankit and Solanki, Bhupendra and Bose, Shirsha and Banerjee, Biplab}, title = {APPLeNet: Visual Attention Parameterized Prompt Learning for Few-Shot Remote Sensing Image Generalization Using CLIP}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2024-2034} }

Cascaded Zoom-In Detector for High Resolution Aerial Images
Akhil Meethal,
Eric Granger,
Marco Pedersoli
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Meethal_2023_CVPR, author = {Meethal, Akhil and Granger, Eric and Pedersoli, Marco}, title = {Cascaded Zoom-In Detector for High Resolution Aerial Images}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2046-2055} }

Multi-Date Earth Observation NeRF: The Detail Is in the Shadows
Roger Marí,
Gabriele Facciolo,
Thibaud Ehret
[pdf]
[bibtex]
@InProceedings{Mari_2023_CVPR, author = {Mar{\'\i}, Roger and Facciolo, Gabriele and Ehret, Thibaud}, title = {Multi-Date Earth Observation NeRF: The Detail Is in the Shadows}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2035-2045} }

L1BSR: Exploiting Detector Overlap for Self-Supervised Single-Image Super-Resolution of Sentinel-2 L1B Imagery
Ngoc Long Nguyen,
Jérémy Anger,
Axel Davy,
Pablo Arias,
Gabriele Facciolo
[pdf]
[bibtex]
@InProceedings{Nguyen_2023_CVPR, author = {Nguyen, Ngoc Long and Anger, J\'er\'emy and Davy, Axel and Arias, Pablo and Facciolo, Gabriele}, title = {L1BSR: Exploiting Detector Overlap for Self-Supervised Single-Image Super-Resolution of Sentinel-2 L1B Imagery}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2013-2023} }