EarthVision: Large Scale Computer Vision for Remote Sensing Imagery


Efficient Local Correlation Volume for Unsupervised Optical Flow Estimation on Small Moving Objects in Large Satellite Images
Sarra Khairi,
Etienne Meunier,
Renaud Fraisse,
Patrick Bouthemy
[pdf] [supp]
[bibtex]
@InProceedings{Khairi_2024_CVPR, author = {Khairi, Sarra and Meunier, Etienne and Fraisse, Renaud and Bouthemy, Patrick}, title = {Efficient Local Correlation Volume for Unsupervised Optical Flow Estimation on Small Moving Objects in Large Satellite Images}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {440-448} }

GeoSynth: Contextually-Aware High-Resolution Satellite Image Synthesis
Srikumar Sastry,
Subash Khanal,
Aayush Dhakal,
Nathan Jacobs
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Sastry_2024_CVPR, author = {Sastry, Srikumar and Khanal, Subash and Dhakal, Aayush and Jacobs, Nathan}, title = {GeoSynth: Contextually-Aware High-Resolution Satellite Image Synthesis}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {460-470} }

Contrastive Pretraining for Visual Concept Explanations of Socioeconomic Outcomes
Ivica Obadic,
Alex Levering,
Lars Pennig,
Dario Oliveira,
Diego Marcos,
Xiaoxiang Zhu
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Obadic_2024_CVPR, author = {Obadic, Ivica and Levering, Alex and Pennig, Lars and Oliveira, Dario and Marcos, Diego and Zhu, Xiaoxiang}, title = {Contrastive Pretraining for Visual Concept Explanations of Socioeconomic Outcomes}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {575-584} }

Detecting Out-Of-Distribution Earth Observation Images with Diffusion Models
Georges Le Bellier,
Nicolas Audebert
[pdf] [arXiv]
[bibtex]
@InProceedings{Le_Bellier_2024_CVPR, author = {Le Bellier, Georges and Audebert, Nicolas}, title = {Detecting Out-Of-Distribution Earth Observation Images with Diffusion Models}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {481-491} }

Let Me Show You How It's Done - Cross-modal Knowledge Distillation as Pretext Task for Semantic Segmentation
Rudhishna Narayanan Nair,
Ronny Hänsch
[pdf]
[bibtex]
@InProceedings{Nair_2024_CVPR, author = {Nair, Rudhishna Narayanan and H\"ansch, Ronny}, title = {Let Me Show You How It's Done - Cross-modal Knowledge Distillation as Pretext Task for Semantic Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {595-603} }

Charting New Territories: Exploring the Geographic and Geospatial Capabilities of Multimodal LLMs
Jonathan Roberts,
Timo Lüddecke,
Rehan Sheikh,
Kai Han,
Samuel Albanie
[pdf] [supp]
[bibtex]
@InProceedings{Roberts_2024_CVPR, author = {Roberts, Jonathan and L\"uddecke, Timo and Sheikh, Rehan and Han, Kai and Albanie, Samuel}, title = {Charting New Territories: Exploring the Geographic and Geospatial Capabilities of Multimodal LLMs}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {554-563} }

SyntStereo2Real: Edge-Aware GAN for Remote Sensing Image-to-Image Translation while Maintaining Stereo Constraint
Vasudha Venkatesan,
Daniel Panangian,
Mario Fuentes Reyes,
Ksenia Bittner
[pdf] [arXiv]
[bibtex]
@InProceedings{Venkatesan_2024_CVPR, author = {Venkatesan, Vasudha and Panangian, Daniel and Reyes, Mario Fuentes and Bittner, Ksenia}, title = {SyntStereo2Real: Edge-Aware GAN for Remote Sensing Image-to-Image Translation while Maintaining Stereo Constraint}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {512-521} }

GeoLLM-Engine: A Realistic Environment for Building Geospatial Copilots
Simranjit Singh,
Michael Fore,
Dimitrios Stamoulis
[pdf]
[bibtex]
@InProceedings{Singh_2024_CVPR, author = {Singh, Simranjit and Fore, Michael and Stamoulis, Dimitrios}, title = {GeoLLM-Engine: A Realistic Environment for Building Geospatial Copilots}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {585-594} }

Sat2Cap: Mapping Fine-Grained Textual Descriptions from Satellite Images
Aayush Dhakal,
Adeel Ahmad,
Subash Khanal,
Srikumar Sastry,
Hannah Kerner,
Nathan Jacobs
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Dhakal_2024_CVPR, author = {Dhakal, Aayush and Ahmad, Adeel and Khanal, Subash and Sastry, Srikumar and Kerner, Hannah and Jacobs, Nathan}, title = {Sat2Cap: Mapping Fine-Grained Textual Descriptions from Satellite Images}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {533-542} }

Unsupervised Domain Adaptation Architecture Search with Self-Training for Land Cover Mapping
Clifford Broni-Bediako,
Junshi Xia,
Naoto Yokoya
[pdf] [arXiv]
[bibtex]
@InProceedings{Broni-Bediako_2024_CVPR, author = {Broni-Bediako, Clifford and Xia, Junshi and Yokoya, Naoto}, title = {Unsupervised Domain Adaptation Architecture Search with Self-Training for Land Cover Mapping}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {543-553} }

Implicit Assimilation of Sparse In Situ Data for Dense & Global Storm Surge Forecasting
Patrick Ebel,
Brandon Victor,
Peter Naylor,
Gabriele Meoni,
Federico Serva,
Rochelle Schneider
[pdf] [arXiv]
[bibtex]
@InProceedings{Ebel_2024_CVPR, author = {Ebel, Patrick and Victor, Brandon and Naylor, Peter and Meoni, Gabriele and Serva, Federico and Schneider, Rochelle}, title = {Implicit Assimilation of Sparse In Situ Data for Dense \& Global Storm Surge Forecasting}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {471-480} }

SUNDIAL: 3D Satellite Understanding through Direct Ambient and Complex Lighting Decomposition
Nikhil Behari,
Akshat Dave,
Kushagra Tiwary,
William Yang,
Ramesh Raskar
[pdf] [arXiv]
[bibtex]
@InProceedings{Behari_2024_CVPR, author = {Behari, Nikhil and Dave, Akshat and Tiwary, Kushagra and Yang, William and Raskar, Ramesh}, title = {SUNDIAL: 3D Satellite Understanding through Direct Ambient and Complex Lighting Decomposition}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {522-532} }

Good at Captioning Bad at Counting: Benchmarking GPT-4V on Earth Observation Data
Chenhui Zhang,
Sherrie Wang
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Zhang_2024_CVPR, author = {Zhang, Chenhui and Wang, Sherrie}, title = {Good at Captioning Bad at Counting: Benchmarking GPT-4V on Earth Observation Data}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {7839-7849} }

Exploring Robust Features for Few-Shot Object Detection in Satellite Imagery
Xavier Bou,
Gabriele Facciolo,
Rafael Grompone Von Gioi,
Jean-Michel Morel,
Thibaud Ehret
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Bou_2024_CVPR, author = {Bou, Xavier and Facciolo, Gabriele and Von Gioi, Rafael Grompone and Morel, Jean-Michel and Ehret, Thibaud}, title = {Exploring Robust Features for Few-Shot Object Detection in Satellite Imagery}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {430-439} }

Radar Fields: An Extension of Radiance Fields to SAR
Thibaud Ehret,
Roger Mari,
Dawa Derksen,
Nicolas Gasnier,
Gabriele Facciolo
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Ehret_2024_CVPR, author = {Ehret, Thibaud and Mari, Roger and Derksen, Dawa and Gasnier, Nicolas and Facciolo, Gabriele}, title = {Radar Fields: An Extension of Radiance Fields to SAR}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {564-574} }

UrbanSARFloods: Sentinel-1 SLC-Based Benchmark Dataset for Urban and Open-Area Flood Mapping
Jie Zhao,
Zhitong Xiong,
Xiao Xiang Zhu
[pdf]
[bibtex]
@InProceedings{Zhao_2024_CVPR, author = {Zhao, Jie and Xiong, Zhitong and Zhu, Xiao Xiang}, title = {UrbanSARFloods: Sentinel-1 SLC-Based Benchmark Dataset for Urban and Open-Area Flood Mapping}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {419-429} }

Cross-sensor super-resolution of irregularly sampled Sentinel-2 time series
Aimi Okabayashi,
Nicolas Audebert,
Simon Donike,
Charlotte Pelletier
[pdf]
[bibtex]
@InProceedings{Okabayashi_2024_CVPR, author = {Okabayashi, Aimi and Audebert, Nicolas and Donike, Simon and Pelletier, Charlotte}, title = {Cross-sensor super-resolution of irregularly sampled Sentinel-2 time series}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {502-511} }

Deep Generative Data Assimilation in Multimodal Setting
Yongquan Qu,
Juan Nathaniel,
Shuolin Li,
Pierre Gentine
[pdf] [arXiv]
[bibtex]
@InProceedings{Qu_2024_CVPR, author = {Qu, Yongquan and Nathaniel, Juan and Li, Shuolin and Gentine, Pierre}, title = {Deep Generative Data Assimilation in Multimodal Setting}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {449-459} }

(Street) Lights Will Guide You: Georeferencing Nighttime Astronaut Photography of Earth
Alex Stoken,
Peter Ilhardt,
Mark Lambert,
Kenton Fisher
[pdf] [supp]
[bibtex]
@InProceedings{Stoken_2024_CVPR, author = {Stoken, Alex and Ilhardt, Peter and Lambert, Mark and Fisher, Kenton}, title = {(Street) Lights Will Guide You: Georeferencing Nighttime Astronaut Photography of Earth}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {492-501} }