v1v2v3 (latest)

SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery

17 July 2022

Papers citing "SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery"

50 / 53 papers shown

Title
A Contrastive Learning Foundation Model Based on Perfectly Aligned Sample Pairs for Remote Sensing Images Hengtong Shen Haiyan Gu Haitao Li Yi Yang Agen qiu SSL 154 0 0 26 May 2025
RemoteSAM: Towards Segment Anything for Earth Observation Liang Yao Fan Liu Delong Chen Chuanyi Zhang Yijun Wang Ziyun Chen Wei Xu Shimin Di Yuhui Zheng 215 0 0 23 May 2025
Parameter-Efficient Fine-Tuning of Multispectral Foundation Models for Hyperspectral Image Classification Bernardin Ligan Khalide Jbilou Fahd Kalloubi Ahmed Ratnani 192 0 0 21 May 2025
Vision Mamba in Remote Sensing: A Comprehensive Survey of Techniques, Applications and Outlook Muyi Bao Shuchang Lyu Zhaoyang Xu Huiyu Zhou Jinchang Ren Shiming Xiang Xuelong Li Guangliang Cheng Mamba 261 0 0 01 May 2025
CM3AE: A Unified RGB Frame and Event-Voxel/-Frame Pre-training Framework Wentao Wu Xinyu Wang Chenglong Li Bo Jiang Jin Tang Bin Luo Qi Liu 96 0 0 17 Apr 2025
Towards Scalable Foundation Model for Multi-modal and Hyperspectral Geospatial Data Haozhe Si Yuxuan Wan Minh Do Deepak Vasisht Han Zhao Hendrik Hamann 156 0 0 17 Mar 2025
RANGE: Retrieval Augmented Neural Fields for Multi-Resolution Geo-Embeddings Aayush Dhakal Srikumar Sastry Subash Khanal Adeel Ahmad Eric Xing Nathan Jacobs 137 0 0 27 Feb 2025
TEOChat: A Large Vision-Language Assistant for Temporal Earth Observation Data Jeremy Irvin Emily Ruoyu Liu Joyce Chuyi Chen Ines Dormoy Jinyoung Kim Samar Khanna Zhuo Zheng Stefano Ermon MLLM VLM 160 12 0 28 Jan 2025
EarthView: A Large Scale Remote Sensing Dataset for Self-Supervision Diego A. Velázquez Pau Rodríguez López Sergio Alonso Josep M. Gonfaus Jordi Gonzalez Gerardo Richarte Javier Marin Yoshua Bengio Alexandre Lacoste 98 1 0 14 Jan 2025
RS-vHeat: Heat Conduction Guided Efficient Remote Sensing Foundation Model Huiyang Hu Peijin Wang Hanbo Bi Boyuan Tong Zehua Wang ... Ziqi Zhang QiXiang Ye Kun Fu Kun Fu Xian Sun 280 0 0 27 Nov 2024
Specialized Foundation Models Struggle to Beat Supervised Baselines Zongzhe Xu Ritvik Gupta Wenduo Cheng Alexander Shen Junhong Shen Ameet Talwalkar M. Khodak AI4CE 116 9 0 05 Nov 2024
Scale-Aware Recognition in Satellite Images under Resource Constraints Shreelekha Revankar Cheng Perng Phoo Utkarsh Mall Bharath Hariharan Kavita Bala 104 0 0 31 Oct 2024
GeoLLaVA: Efficient Fine-Tuned Vision-Language Models for Temporal Change Detection in Remote Sensing Hosam Elgendy Ahmed Sharshar Ahmed Aboeitta Yasser Ashraf Mohsen Guizani 76 3 0 25 Oct 2024
RingMo-Aerial: An Aerial Remote Sensing Foundation Model With Affine Transformation Contrastive Learning Wenhui Diao Haichen Yu Kaiyue Kang Tong Ling Di Liu ... Hanbo Bi Libo Ren Xuexue Li Yongqiang Mao Xian Sun 254 1 0 20 Sep 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 205 20 0 21 Jun 2024
HyperSIGMA: Hyperspectral Intelligence Comprehension Foundation Model Di Wang Meiqi Hu Yao Jin Yuchun Miao Jiaqi Yang ... Lefei Zhang Chen Wu Di Lin Dacheng Tao Liangpei Zhang 137 27 0 17 Jun 2024
ExPLoRA: Parameter-Efficient Extended Pre-Training to Adapt Vision Transformers under Domain Shifts Samar Khanna Medhanie Irgau David B. Lobell Stefano Ermon VLM 118 6 0 16 Jun 2024
CromSS: Cross-modal pre-training with noisy labels for remote sensing image segmentation Chenying Liu C. Albrecht Yi Wang Xiao Xiang Zhu 211 3 0 02 May 2024
Fus-MAE: A cross-attention-based data fusion approach for Masked Autoencoders in remote sensing Hugo Chan-To-Hing B. Veeravalli 81 9 0 05 Jan 2024
MultiMAE: Multi-modal Multi-task Masked Autoencoders Roman Bachmann David Mizrahi Andrei Atanov Amir Zamir 134 278 0 04 Apr 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 477 7,827 0 11 Nov 2021
Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks Vivien Sainte Fare Garnot Loic Landrieu AI4TS 141 162 0 16 Jul 2021
Geographical Knowledge-driven Representation Learning for Remote Sensing Images Wenyuan Li Keyan Chen Hao Chen Zhenwei Shi SSL 67 69 0 12 Jul 2021
Video Swin Transformer Ze Liu Jia Ning Yue Cao Yixuan Wei Zheng Zhang Stephen Lin Han Hu ViT 118 1,490 0 24 Jun 2021
Spatial-Temporal Super-Resolution of Satellite Imagery via Conditional Pixel Synthesis Yutong He Dingjie Wang Nicholas Lai William Zhang Chenlin Meng Marshall Burke David B. Lobell Stefano Ermon 62 24 0 22 Jun 2021
Lossy Compression for Lossless Prediction Yann Dubois Benjamin Bloem-Reddy Karen Ullrich Chris J. Maddison 107 62 0 21 Jun 2021
D2C: Diffusion-Denoising Models for Few-shot Conditional Generation Abhishek Sinha Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 123 121 0 12 Jun 2021
Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding Vladan Stojnić Vladimir Risojević SSL 83 112 0 14 Apr 2021
An Empirical Study of Training Self-Supervised Vision Transformers Xinlei Chen Saining Xie Kaiming He ViT 161 1,871 0 05 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 87 266 0 30 Mar 2021
ViViT: A Video Vision Transformer Anurag Arnab Mostafa Dehghani G. Heigold Chen Sun Mario Lucic Cordelia Schmid ViT 225 2,168 0 29 Mar 2021
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 258 4,076 0 20 Nov 2020
Geography-Aware Self-Supervised Learning Kumar Ayush Burak Uzkent Chenlin Meng Kumar Tanmay Marshall Burke David B. Lobell Stefano Ermon SSL 87 235 0 19 Nov 2020
A Survey on Contrastive Self-supervised Learning Ashish Jaiswal Ashwin Ramesh Babu Mohammad Zaki Zadeh Debapriya Banerjee F. Makedon SSL 134 1,403 0 31 Oct 2020
CompRess: Self-Supervised Learning by Compressing Representations Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash SSL 68 92 0 28 Oct 2020
Using satellite imagery to understand and promote sustainable development Marshall Burke Anne Driscoll David B. Lobell Stefano Ermon 59 324 0 23 Sep 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 278 4,101 0 17 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 405 6,844 0 13 Jun 2020
Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic Segmentation Yude Wang Jie Zhang Meina Kan Shiguang Shan Xilin Chen 92 629 0 09 Apr 2020
Generating Interpretable Poverty Maps using Object Detection in Satellite Images Kumar Ayush Burak Uzkent Marshall Burke David B. Lobell Stefano Ermon 58 82 0 05 Feb 2020
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra Laurens van der Maaten SSL VLM 108 1,458 0 04 Dec 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 216 12,136 0 13 Nov 2019
Self-attention for raw optical Satellite Time Series Classification M. Rußwurm Marco Körner AI4TS 67 264 0 23 Oct 2019
Quantifying the Carbon Emissions of Machine Learning Alexandre Lacoste A. Luccioni Victor Schmidt Thomas Dandres 112 712 0 21 Oct 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 182 2,409 0 13 Jun 2019
Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey Longlong Jing Yingli Tian SSL 180 1,703 0 16 Feb 2019
BigEarthNet: A Large-Scale Benchmark Archive For Remote Sensing Image Understanding Gencer Sumbul Marcela Charfuelan Begüm Demir Volker Markl 98 455 0 16 Feb 2019
Revisiting Self-Supervised Visual Representation Learning Alexander Kolesnikov Xiaohua Zhai Lucas Beyer SSL 167 716 0 25 Jan 2019
SpaceNet: A Remote Sensing Dataset and Challenge Series A. V. Etten David Lindenbaum Todd M. Bacastow 84 394 0 03 Jul 2018
xView: Objects in Context in Overhead Imagery Darius Lam Richard Kuzma Kevin McGee Samuel Dooley Michael Laielli Matthew K. Klaric Yaroslav Bulatov Brendan McCord ObjD 53 323 0 22 Feb 2018