Title
Group-in-Group Policy Optimization for LLM Agent Training Lang Feng Zhenghai Xue Tingcong Liu Bo An OffRL 201 0 0 16 May 2025
Towards Scalable Foundation Model for Multi-modal and Hyperspectral Geospatial Data Haozhe Si Yuxuan Wan Minh Do Deepak Vasisht Han Zhao Hendrik Hamann 147 0 0 17 Mar 2025
Multi-Agent Geospatial Copilots for Remote Sensing Workflows Chaehong Lee Varatheepan Paramanayakam Andreas Karatzas Yanan Jian Michael Fore Heming Liao Fuxun Yu Ruopu Li Iraklis Anagnostopoulos Dimitrios Stamoulis 87 3 0 28 Jan 2025
Specialized Foundation Models Struggle to Beat Supervised Baselines Zongzhe Xu Ritvik Gupta Wenduo Cheng Alexander Shen Junhong Shen Ameet Talwalkar M. Khodak AI4CE 105 9 0 05 Nov 2024
TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning Nemin Wu Qian Cao Zhangyu Wang Zeping Liu Yanlin Qi ... Stefano Ermon T. Ganu A. Nambi Ni Lao Gengchen Mai 176 20 0 21 Jun 2024
SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation Yi Wang Nassim Ait Ali Braham Zhitong Xiong Chenying Liu C. Albrecht Xiao Xiang Zhu 90 73 0 13 Nov 2022
An Empirical Study of Remote Sensing Pretraining Di Wang Jing Zhang Bo Du Guisong Xia Dacheng Tao EDL 93 197 0 06 Apr 2022
A ConvNet for the 2020s Zhuang Liu Hanzi Mao Chaozheng Wu Christoph Feichtenhofer Trevor Darrell Saining Xie ViT 189 5,213 0 10 Jan 2022
Swin Transformer V2: Scaling Up Capacity and Resolution Ze Liu Han Hu Yutong Lin Zhuliang Yao Zhenda Xie ... Yue Cao Zheng Zhang Li Dong Furu Wei B. Guo ViT 221 1,826 0 18 Nov 2021
TorchGeo: Deep Learning With Geospatial Data Adam J. Stewart Caleb Robinson Isaac Corley Anthony Ortiz J. L. Ferres Arindam Banerjee 3DPC 76 78 0 17 Nov 2021
Deep Reinforcement Learning at the Edge of the Statistical Precipice Rishabh Agarwal Max Schwarzer Pablo Samuel Castro Aaron Courville Marc G. Bellemare OffRL 127 676 0 30 Aug 2021
BigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and Retrieval Gencer Sumbul Arne de Wall Tristan Kreuziger F. Marcelino H. Costa P. Benevides M. Caetano Begüm Demir Volker Markl 88 133 0 17 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 724 6,135 0 29 Apr 2021
Carbon Emissions and Large Neural Network Training David A. Patterson Joseph E. Gonzalez Quoc V. Le Chen Liang Lluís-Miquel Munguía D. Rothchild David R. So Maud Texier J. Dean AI4CE 337 682 0 21 Apr 2021
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data Oscar Manas Alexandre Lacoste Xavier Giró-i-Nieto David Vazquez Pau Rodríguez López 78 266 0 30 Mar 2021
Counting Cows: Tracking Illegal Cattle Ranching From High-Resolution Satellite Imagery I. Laradji Pau Rodríguez López F. Kalaitzis David Vazquez Ross Young E. Davey Alexandre Lacoste 62 19 0 14 Nov 2020
OGNet: Towards a Global Oil and Gas Infrastructure Database using Deep Learning on Remotely Sensed Imagery Hao Sheng Jeremy Irvin Sasankh Munukutla Shenmin Zhang Christopher Cross ... Zutao Yang M. Omara R. Gautam R. Jackson A. Ng 41 17 0 14 Nov 2020
Using satellite imagery to understand and promote sustainable development Marshall Burke Anne Driscoll David B. Lobell Stefano Ermon 55 324 0 23 Sep 2020
Rapid Response Crop Maps in Data Sparse Regions Hannah Kerner Gabriel Tseng I. Becker-Reshef C. Nakalembe B. Barker Blake Munshell Madhava Paliyam M. Hosseini 54 34 0 23 Jun 2020
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 116 1,337 0 20 May 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 387 18,897 0 13 Feb 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 611 4,921 0 23 Jan 2020
Machine Learning-based Estimation of Forest Carbon Stocks to increase Transparency of Forest Preservation Efforts Björn Lütjens Lucas Liebenwein K. Kramer 25 12 0 17 Dec 2019
Quantifying the Carbon Emissions of Machine Learning Alexandre Lacoste A. Luccioni Victor Schmidt Thomas Dandres 112 712 0 21 Oct 2019
Green AI Roy Schwartz Jesse Dodge Noah A. Smith Oren Etzioni 119 1,149 0 22 Jul 2019
Tiling and Stitching Segmentation Output for Remote Sensing: Basic Challenges and Recommendations Bohao Huang Daniel Reichman L. Collins Kyle Bradbury Jordan M. Malof 102 45 0 30 May 2018
Tile2Vec: Unsupervised representation learning for spatially distributed data Neal Jean Sherrie Wang Anshul Samar G. Azzari David B. Lobell Stefano Ermon SSL 76 200 0 08 May 2018
Deep learning in remote sensing: a review Xiaoxiang Zhu D. Tuia Lichao Mou Gui-Song Xia Liangpei Zhang Feng Xu Friedrich Fraundorfer 82 1,616 0 11 Oct 2017
EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification P. Helber B. Bischke Andreas Dengel Damian Borth 158 1,834 0 31 Aug 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 234 8,491 0 17 Jun 2017
The Arcade Learning Environment: An Evaluation Platform for General Agents Marc G. Bellemare Yavar Naddaf J. Veness Michael Bowling 120 3,021 0 19 Jul 2012