Sustainability with Earth Observation & AI


Combining Transformers and CNNs for Efficient Object Detection in High-Resolution Satellite Imagery
Nicolas Drapier,
Aladine Chetouani,
Aurélien Chateigner
[pdf] [arXiv]
[bibtex]
@InProceedings{Drapier_2025_ICCV, author = {Drapier, Nicolas and Chetouani, Aladine and Chateigner, Aur\'elien}, title = {Combining Transformers and CNNs for Efficient Object Detection in High-Resolution Satellite Imagery}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2916-2925} }

Evaluating Performance of Reinforcement Learning Agents to Control Buildings Efficiently
Judah Goldfeder,
Gabriel Guerra Trigo,
Philippe Martin Wyder,
Neil Kachappilly,
Hod Lipson
[pdf]
[bibtex]
@InProceedings{Goldfeder_2025_ICCV, author = {Goldfeder, Judah and Trigo, Gabriel Guerra and Wyder, Philippe Martin and Kachappilly, Neil and Lipson, Hod}, title = {Evaluating Performance of Reinforcement Learning Agents to Control Buildings Efficiently}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2882-2888} }

Towards High-Resolution Alignment and Super-Resolution of Multi-Sensor Satellite Imagery
Philip Wootaek Shin,
Vishal Gaur,
Rahul Ramachandran,
Manil Maskey,
Jack Sampson,
Vijaykrishnan Narayanan,
Sujit Roy
[pdf] [arXiv]
[bibtex]
@InProceedings{Shin_2025_ICCV, author = {Shin, Philip Wootaek and Gaur, Vishal and Ramachandran, Rahul and Maskey, Manil and Sampson, Jack and Narayanan, Vijaykrishnan and Roy, Sujit}, title = {Towards High-Resolution Alignment and Super-Resolution of Multi-Sensor Satellite Imagery}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2778-2786} }

Context-Aware Masking and Learnable Diffusion-Guided Patch Refinement in Transformers via Sparse Supervision for Hyperspectral Image Classification
Abhiroop Chatterjee,
Susmita Ghosh,
Ashish Ghosh
[pdf] [supp]
[bibtex]
@InProceedings{Chatterjee_2025_ICCV, author = {Chatterjee, Abhiroop and Ghosh, Susmita and Ghosh, Ashish}, title = {Context-Aware Masking and Learnable Diffusion-Guided Patch Refinement in Transformers via Sparse Supervision for Hyperspectral Image Classification}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2906-2915} }

PyroFocus: A Deep Learning Approach to Real-Time Wildfire Detection in Multispectral Remote Sensing Imagery
Mark Moussa,
Andre Williams,
Seth Roffe,
Douglas C Morton
[pdf]
[bibtex]
@InProceedings{Moussa_2025_ICCV, author = {Moussa, Mark and Williams, Andre and Roffe, Seth and Morton, Douglas C}, title = {PyroFocus: A Deep Learning Approach to Real-Time Wildfire Detection in Multispectral Remote Sensing Imagery}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2834-2843} }

Multi-Scale Hybrid CNN-Transformer for Smoke Detection in Satellite Images
Tony Zhang,
Robert P. Dick
[pdf]
[bibtex]
@InProceedings{Zhang_2025_ICCV, author = {Zhang, Tony and Dick, Robert P.}, title = {Multi-Scale Hybrid CNN-Transformer for Smoke Detection in Satellite Images}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2899-2905} }

ViT-Koop: Vision-Transformer-Koopman Operators for Efficient Time-Series Forecasting of Earth-Observation Data
Takayuki Shinohara
[pdf] [supp]
[bibtex]
@InProceedings{Shinohara_2025_ICCV, author = {Shinohara, Takayuki}, title = {ViT-Koop: Vision-Transformer-Koopman Operators for Efficient Time-Series Forecasting of Earth-Observation Data}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2814-2823} }

Tree Mapping with Limited Data: Fine-Tuning Foundation Models for Multimodal Fusion
Xiaoyan Lu,
Qihao Weng
[pdf]
[bibtex]
@InProceedings{Lu_2025_ICCV, author = {Lu, Xiaoyan and Weng, Qihao}, title = {Tree Mapping with Limited Data: Fine-Tuning Foundation Models for Multimodal Fusion}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2808-2813} }

ViewDelta: Scaling Scene Change Detection through Text-Conditioning
Subin Varghese,
Joshua Gao,
Vedhus Hoskere
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Varghese_2025_ICCV, author = {Varghese, Subin and Gao, Joshua and Hoskere, Vedhus}, title = {ViewDelta: Scaling Scene Change Detection through Text-Conditioning}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2797-2807} }

GasTwinFormer: A Hybrid Vision Transformer for Livestock Methane Emission Segmentation and Dietary Classification in Optical Gas Imaging
Toqi Tahamid Sarker,
Mohamed Embaby,
Taminul Islam,
Amer AbuGhazaleh,
Khaled Ahmed
[pdf] [arXiv]
[bibtex]
@InProceedings{Sarker_2025_ICCV, author = {Sarker, Toqi Tahamid and Embaby, Mohamed and Islam, Taminul and AbuGhazaleh, Amer and Ahmed, Khaled}, title = {GasTwinFormer: A Hybrid Vision Transformer for Livestock Methane Emission Segmentation and Dietary Classification in Optical Gas Imaging}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2787-2796} }

HA-RDet: Hybrid Anchor Rotation Detector for Oriented Object Detection
Phuc Nguyen
[pdf]
[bibtex]
@InProceedings{Nguyen_2025_ICCV, author = {Nguyen, Phuc}, title = {HA-RDet: Hybrid Anchor Rotation Detector for Oriented Object Detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2889-2898} }

IRLTrees3D: A 3D Reconstruction Dataset of Trees
Joseph Chai,
Barry O'Sullivan,
Hoang D. Nguyen
[pdf]
[bibtex]
@InProceedings{Chai_2025_ICCV, author = {Chai, Joseph and O'Sullivan, Barry and Nguyen, Hoang D.}, title = {IRLTrees3D: A 3D Reconstruction Dataset of Trees}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2876-2881} }

Resolution Revolution: A Physics-Guided Deep Learning Framework for Spatiotemporal Temperature Reconstruction
Shengjie Liu,
Lu Zhang,
Siqin Wang
[pdf] [arXiv]
[bibtex]
@InProceedings{Liu_2025_ICCV, author = {Liu, Shengjie and Zhang, Lu and Wang, Siqin}, title = {Resolution Revolution: A Physics-Guided Deep Learning Framework for Spatiotemporal Temperature Reconstruction}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2824-2833} }

BiodiverseNet: Multitask Learning on Fused Multispectral and Radar Data for Scalable Ecosystem Monitoring
Prasanth Yadla
[pdf]
[bibtex]
@InProceedings{Yadla_2025_ICCV, author = {Yadla, Prasanth}, title = {BiodiverseNet: Multitask Learning on Fused Multispectral and Radar Data for Scalable Ecosystem Monitoring}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2936-2943} }

LEGNet: A Lightweight Edge-Gaussian Network for Low-Quality Remote Sensing Image Object Detection
Wei Lu,
Si-Bao Chen,
Hui-Dong Li,
Qing-Ling Shu,
Chris H. Q. Ding,
Jin Tang,
Bin Luo
[pdf] [supp]
[bibtex]
@InProceedings{Lu_2025_ICCV, author = {Lu, Wei and Chen, Si-Bao and Li, Hui-Dong and Shu, Qing-Ling and Ding, Chris H. Q. and Tang, Jin and Luo, Bin}, title = {LEGNet: A Lightweight Edge-Gaussian Network for Low-Quality Remote Sensing Image Object Detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2844-2853} }

AQUAH: Automatic Quantification and Unified Agent in Hydrology
Songkun Yan,
Zhi Li,
Siyu Zhu,
Yixin Wen,
Mofan Zhang,
Mengye Chen,
Jie Cao,
Yang Hong
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Yan_2025_ICCV, author = {Yan, Songkun and Li, Zhi and Zhu, Siyu and Wen, Yixin and Zhang, Mofan and Chen, Mengye and Cao, Jie and Hong, Yang}, title = {AQUAH: Automatic Quantification and Unified Agent in Hydrology}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2926-2935} }

Inland Excess Water (IEW) Monitoring Using Sentinel-1/2: A SplitClass Segmentation and Temporal Gap-Filling Approach
Yahya Ibrahim,
Márta Belényesi,
Chang Liu,
Mátyás Richter-Cserey,
Máté Simon,
Tamas Sziranyi,
Csaba Benedek
[pdf] [supp]
[bibtex]
@InProceedings{Ibrahim_2025_ICCV, author = {Ibrahim, Yahya and Bel\'enyesi, M\'arta and Liu, Chang and Richter-Cserey, M\'aty\'as and Simon, M\'at\'e and Sziranyi, Tamas and Benedek, Csaba}, title = {Inland Excess Water (IEW) Monitoring Using Sentinel-1/2: A SplitClass Segmentation and Temporal Gap-Filling Approach}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2854-2864} }

Towards Large Scale Geostatistical Methane Monitoring with Part-based Object Detection
Adhemar de Senneville,
Xavier Bou,
Jean-Louis Bonne,
Nicolas Dumelie,
Rafael Grompone,
Thibaud Ehret,
Gabriele Facciolo
[pdf] [arXiv]
[bibtex]
@InProceedings{de_Senneville_2025_ICCV, author = {de Senneville, Adhemar and Bou, Xavier and Bonne, Jean-Louis and Dumelie, Nicolas and Grompone, Rafael and Ehret, Thibaud and Facciolo, Gabriele}, title = {Towards Large Scale Geostatistical Methane Monitoring with Part-based Object Detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2865-2875} }

PlantationBench: A Multiscale, Multimodal Remote Sensing Benchmark for Plantation Mapping Under Distribution Shift
Angela Tsao,
David B. Lobell
[pdf]
[bibtex]
@InProceedings{Tsao_2025_ICCV, author = {Tsao, Angela and Lobell, David B.}, title = {PlantationBench: A Multiscale, Multimodal Remote Sensing Benchmark for Plantation Mapping Under Distribution Shift}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2944-2954} }