CVPR 2025 Open Access Repository

EarthVision: Large Scale Computer Vision for Remote Sensing Imagery

Panopticon: Advancing Any-Sensor Foundation Models for Earth Observation: Leonard Waldmann,

Ando Shah,

Yi Wang,

Nils Lehmann,

Adam Stewart,

Zhitong Xiong,

Xiao Xiang Zhu,

Stefan Bauer,

John Chuang; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Waldmann_2025_CVPR, author = {Waldmann, Leonard and Shah, Ando and Wang, Yi and Lehmann, Nils and Stewart, Adam and Xiong, Zhitong and Zhu, Xiao Xiang and Bauer, Stefan and Chuang, John}, title = {Panopticon: Advancing Any-Sensor Foundation Models for Earth Observation}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2204-2214} }
S-EO: A Large-Scale Dataset for Geometry-Aware Shadow Detection in Remote Sensing Applications: Elías Masquil,

Roger Marí,

Thibaud Ehret,

Enric Meinhardt-Llopis,

Pablo Musé,

Gabriele Facciolo; [pdf]
[bibtex]
@InProceedings{Masquil_2025_CVPR, author = {Masquil, El{\'\i}as and Mar{\'\i}, Roger and Ehret, Thibaud and Meinhardt-Llopis, Enric and Mus\'e, Pablo and Facciolo, Gabriele}, title = {S-EO: A Large-Scale Dataset for Geometry-Aware Shadow Detection in Remote Sensing Applications}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2383-2393} }
Visual Question Answering on Multiple Remote Sensing Image Modalities: Hichem Boussaid,

Lucrezia Tosato,

Flora Weissgerber,

Camille Kurtz,

Laurent Wendling,

Sylvain Lobry; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Boussaid_2025_CVPR, author = {Boussaid, Hichem and Tosato, Lucrezia and Weissgerber, Flora and Kurtz, Camille and Wendling, Laurent and Lobry, Sylvain}, title = {Visual Question Answering on Multiple Remote Sensing Image Modalities}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2319-2328} }
s2p-hd: Gpu-Accelerated Binocular Stereo Pipeline for Large-Scale Same-Date Stereo: Tristan Amadei,

Enric Meinhardt-Llopis,

Carlo de Franchis,

Jeremy Anger,

Thibaud Ehret,

Gabriele Facciolo; [pdf] [supp]
[bibtex]
@InProceedings{Amadei_2025_CVPR, author = {Amadei, Tristan and Meinhardt-Llopis, Enric and de Franchis, Carlo and Anger, Jeremy and Ehret, Thibaud and Facciolo, Gabriele}, title = {s2p-hd: Gpu-Accelerated Binocular Stereo Pipeline for Large-Scale Same-Date Stereo}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2339-2348} }
Mapping biodiversity at very-high resolution in Europe: Cesar Leblanc,

Lukas Picek,

Rémi Palard,

Benjamin Deneu,

Maximilien Servajean,

Pierre Bonnet,

Alexis Joly; [pdf] [arXiv]
[bibtex]
@InProceedings{Leblanc_2025_CVPR, author = {Leblanc, Cesar and Picek, Lukas and Palard, R\'emi and Deneu, Benjamin and Servajean, Maximilien and Bonnet, Pierre and Joly, Alexis}, title = {Mapping biodiversity at very-high resolution in Europe}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2349-2358} }
Bridging Classical and Modern Computer Vision: PerceptiveNet for Tree Crown Semantic Segmentation: Georgios Voulgaris; [pdf] [arXiv]
[bibtex]
@InProceedings{Voulgaris_2025_CVPR, author = {Voulgaris, Georgios}, title = {Bridging Classical and Modern Computer Vision: PerceptiveNet for Tree Crown Semantic Segmentation}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2215-2224} }
AerOSeg: Harnessing SAM for Open-Vocabulary Segmentation in Remote Sensing Images: Saikat Dutta,

Akhil Vasim,

Siddhant Gole,

Hamid Rezatofighi,

Biplab Banerjee; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Dutta_2025_CVPR, author = {Dutta, Saikat and Vasim, Akhil and Gole, Siddhant and Rezatofighi, Hamid and Banerjee, Biplab}, title = {AerOSeg: Harnessing SAM for Open-Vocabulary Segmentation in Remote Sensing Images}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2254-2264} }
EcoWikiRS: Learning Ecological Representation of Satellite Images from Weak Supervision with Species Observations and Wikipedia: Valerie Zermatten,

Javiera Castillo-Navarro,

Pallavi Jain,

Devis Tuia,

Diego Marcos; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Zermatten_2025_CVPR, author = {Zermatten, Valerie and Castillo-Navarro, Javiera and Jain, Pallavi and Tuia, Devis and Marcos, Diego}, title = {EcoWikiRS: Learning Ecological Representation of Satellite Images from Weak Supervision with Species Observations and Wikipedia}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2275-2285} }
LADI v2: Multi-label Dataset and Classifiers for Low-Altitude Disaster Imagery: Samuel Scheele,

Katherine Picchione,

Jeffrey Liu; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Scheele_2025_CVPR, author = {Scheele, Samuel and Picchione, Katherine and Liu, Jeffrey}, title = {LADI v2: Multi-label Dataset and Classifiers for Low-Altitude Disaster Imagery}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2235-2243} }
SARFormer - An Acquisition Parameter Aware Vision Transformer for Synthetic Aperture Radar Data: Jonathan Prexl,

Michael Recla,

Michael Schmitt; [pdf] [supp]
[bibtex]
@InProceedings{Prexl_2025_CVPR, author = {Prexl, Jonathan and Recla, Michael and Schmitt, Michael}, title = {SARFormer - An Acquisition Parameter Aware Vision Transformer for Synthetic Aperture Radar Data}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2225-2234} }
CoDEx: Combining Domain Expertise for Spatial Generalization in Satellite Image Analysis: Abhishek Kuriyal,

Elliot Vincent,

Mathieu Aubry,

Loic Landrieu; [pdf] [arXiv]
[bibtex]
@InProceedings{Kuriyal_2025_CVPR, author = {Kuriyal, Abhishek and Vincent, Elliot and Aubry, Mathieu and Landrieu, Loic}, title = {CoDEx: Combining Domain Expertise for Spatial Generalization in Satellite Image Analysis}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2194-2203} }
FrogDogNet: Fourier frequency Retained visual prompt Output Guidance for Domain Generalization of CLIP in Remote Sensing: Hariseetharam Gunduboina,

Muhammad Haris Khan,

Biplab Banerjee; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Gunduboina_2025_CVPR, author = {Gunduboina, Hariseetharam and Khan, Muhammad Haris and Banerjee, Biplab}, title = {FrogDogNet: Fourier frequency Retained visual prompt Output Guidance for Domain Generalization of CLIP in Remote Sensing}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2359-2372} }
TerraMesh: A Planetary Mosaic of Multimodal Earth Observation Data: Benedikt Blumenstiel,

Paolo Fraccaro,

Valerio Marsocci,

Johannes Jakubik,

Stefano Maurogiovanni,

Mikolaj Czerkawski,

Rocco Sedona,

Gabriele Cavallaro,

Thomas Brunschwiler,

Juan Bernabe Moreno,

Nicolas Longepe; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Blumenstiel_2025_CVPR, author = {Blumenstiel, Benedikt and Fraccaro, Paolo and Marsocci, Valerio and Jakubik, Johannes and Maurogiovanni, Stefano and Czerkawski, Mikolaj and Sedona, Rocco and Cavallaro, Gabriele and Brunschwiler, Thomas and Moreno, Juan Bernabe and Longepe, Nicolas}, title = {TerraMesh: A Planetary Mosaic of Multimodal Earth Observation Data}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2394-2402} }
Task-Informed Meta-Learning for Remote Sensing: Gabriel Tseng,

Hannah Kerner,

David Rolnick; [pdf] [supp]
[bibtex]
@InProceedings{Tseng_2025_CVPR, author = {Tseng, Gabriel and Kerner, Hannah and Rolnick, David}, title = {Task-Informed Meta-Learning for Remote Sensing}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2244-2253} }
Hybrid AI-Physical Modeling for Penetration Bias Correction in X-band InSAR DEMs: A Greenland Case Study: Islam Mansour,

Georg Fischer,

Ronny Hänsch,

Irena Hajnsek; [pdf] [supp]
[bibtex]
@InProceedings{Mansour_2025_CVPR, author = {Mansour, Islam and Fischer, Georg and H\"ansch, Ronny and Hajnsek, Irena}, title = {Hybrid AI-Physical Modeling for Penetration Bias Correction in X-band InSAR DEMs: A Greenland Case Study}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2184-2193} }
SSL4Eco: A Global Seasonal Dataset for Geospatial Foundation Models in Ecology: Elena Plekhanova,

Damien Robert,

Johannes Dollinger,

Emilia Arens,

Philipp Brun,

Jan Dirk Wegner,

Niklaus E. Zimmermann; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Plekhanova_2025_CVPR, author = {Plekhanova, Elena and Robert, Damien and Dollinger, Johannes and Arens, Emilia and Brun, Philipp and Wegner, Jan Dirk and Zimmermann, Niklaus E.}, title = {SSL4Eco: A Global Seasonal Dataset for Geospatial Foundation Models in Ecology}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2403-2414} }
REJEPA: A Novel Joint-Embedding Predictive Architecture for Efficient Remote Sensing Image Retrieval: Shabnam Choudhury,

Yash Salunkhe,

Sarthak Mehrotra,

Biplab Banerjee; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Choudhury_2025_CVPR, author = {Choudhury, Shabnam and Salunkhe, Yash and Mehrotra, Sarthak and Banerjee, Biplab}, title = {REJEPA: A Novel Joint-Embedding Predictive Architecture for Efficient Remote Sensing Image Retrieval}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2373-2382} }
Scale-Invariant Implicit Neural Representations For Object Counting: Siyuan Xu,

Yucheng Wang,

Xihaier Luo,

Byung-Jun Yoon,

Xiaoning Qian; [pdf] [supp]
[bibtex]
@InProceedings{Xu_2025_CVPR, author = {Xu, Siyuan and Wang, Yucheng and Luo, Xihaier and Yoon, Byung-Jun and Qian, Xiaoning}, title = {Scale-Invariant Implicit Neural Representations For Object Counting}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2308-2318} }
Explainable Physical PolSAR Autoencoders for Soil Moisture Estimation: Nikita Basargin,

Alberto Alonso-González,

Irena Hajnsek; [pdf]
[bibtex]
@InProceedings{Basargin_2025_CVPR, author = {Basargin, Nikita and Alonso-Gonz\'alez, Alberto and Hajnsek, Irena}, title = {Explainable Physical PolSAR Autoencoders for Soil Moisture Estimation}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2286-2295} }
Better Coherence, Better Height: Fusing Physical Models and Deep Learning for Forest Height Estimation from Interferometric SAR Data: Ragini Bal Mahesh,

Ronny Hänsch; [pdf] [supp]
[bibtex]
@InProceedings{Mahesh_2025_CVPR, author = {Mahesh, Ragini Bal and H\"ansch, Ronny}, title = {Better Coherence, Better Height: Fusing Physical Models and Deep Learning for Forest Height Estimation from Interferometric SAR Data}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2329-2338} }
Detecting Looted Archaeological Sites from Satellite Image Time Series: Elliot Vincent,

Mehraïl Saroufim,

Jonathan Chemla,

Yves Ubelmann,

Philippe Marquis,

Jean Ponce,

Mathieu Aubry; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Vincent_2025_CVPR, author = {Vincent, Elliot and Saroufim, Mehra{\"\i}l and Chemla, Jonathan and Ubelmann, Yves and Marquis, Philippe and Ponce, Jean and Aubry, Mathieu}, title = {Detecting Looted Archaeological Sites from Satellite Image Time Series}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2296-2307} }
Distribution Shifts at Scale: Out-of-distribution Detection in Earth Observation: Burak Ekim,

Girmaw Abebe Tadesse,

Caleb Robinson,

Gilles Hacheme,

Michael Schmitt,

Rahul Dodhia,

Juan M. Lavista Ferres; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Ekim_2025_CVPR, author = {Ekim, Burak and Tadesse, Girmaw Abebe and Robinson, Caleb and Hacheme, Gilles and Schmitt, Michael and Dodhia, Rahul and Ferres, Juan M. Lavista}, title = {Distribution Shifts at Scale: Out-of-distribution Detection in Earth Observation}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2265-2274} }