Geography-Aware Self-Supervised Learning

19 November 2020

Papers citing "Geography-Aware Self-Supervised Learning"

33 / 133 papers shown

Title
Learning crop type mapping from regional label proportions in large-scale SAR and optical imagery L. E. L. Rosa Dario Augusto Borges Oliveira Pedram Ghamisi 13 7 0 24 Aug 2022
Matching Multiple Perspectives for Efficient Representation Learning Omiros Pantazis M. Salvaris SSL 22 0 0 16 Aug 2022
Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model Di Wang Qiming Zhang Yufei Xu Jing Zhang Bo Du Dacheng Tao L. Zhang 23 242 0 08 Aug 2022
SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery Yezhen Cong Samarth Khanna Chenlin Meng Patrick Liu Erik Rozi Yutong He Marshall Burke David B. Lobell Stefano Ermon ViT 17 249 0 17 Jul 2022
Consecutive Pretraining: A Knowledge Transfer Learning Strategy with Relevant Unlabeled Data for Remote Sensing Domain Tong Zhang Peng Gao Hao-Chen Dong Zhuang Yin Guanqun Wang Wei Zhang He Chen 20 33 0 08 Jul 2022
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 14 218 0 27 Jun 2022
DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change Detection W. G. C. Bandara Nithin Gopalakrishnan Nair Vishal M. Patel DiffM 16 4 0 23 Jun 2022
Semantic-aware Dense Representation Learning for Remote Sensing Image Change Detection Hao Chen Wenyuan Li Songhang Chen Zhenwei Shi 15 38 0 27 May 2022
Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentation V. Marsocci Simone Scardapane CLL 28 25 0 23 May 2022
Self-Supervised Learning for Invariant Representations from Multi-Spectral and SAR Images P. Jain Bianca Schoen-Phelan R. Ross 16 32 0 04 May 2022
Hephaestus: A large scale multitask dataset towards InSAR understanding N. Bountos Ioannis Papoutsis Dimitrios Michail Andreas Karavias P. Elias I. Parcharidis 37 12 0 20 Apr 2022
Activation Regression for Continuous Domain Generalization with Applications to Crop Classification Samarth Khanna Bram Wallace Kavita Bala B. Hariharan 18 0 0 14 Apr 2022
Self-supervised Vision Transformers for Joint SAR-optical Representation Learning Yi Wang C. Albrecht Xiaoxiang Zhu ViT 19 49 0 11 Apr 2022
An Empirical Study of Remote Sensing Pretraining Di Wang Jing Zhang Bo Du Guisong Xia Dacheng Tao EDL 23 190 0 06 Apr 2022
Self-Supervision, Remote Sensing and Abstraction: Representation Learning Across 3 Million Locations Sachith Seneviratne K. Nice J. Wijnands Mark Stevenson Jason Thompson SSL 25 8 0 08 Mar 2022
Fine-Tuning can Distort Pretrained Features and Underperform Out-of-Distribution Ananya Kumar Aditi Raghunathan Robbie Jones Tengyu Ma Percy Liang OODD 39 640 0 21 Feb 2022
Deep Unsupervised Contrastive Hashing for Large-Scale Cross-Modal Text-Image Retrieval in Remote Sensing Georgii Mikriukov Mahdyar Ravanbakhsh Begum Demir 14 38 0 20 Jan 2022
A Moment in the Sun: Solar Nowcasting from Multispectral Satellite Data using Self-Supervised Learning A. S. Bansal Trapit Bansal David E. Irwin AI4TS 17 7 0 28 Dec 2021
Self-Supervised Material and Texture Representation Learning for Remote Sensing Tasks Peri Akiva Matthew Purri Matthew J. Leotta SSL 19 58 0 03 Dec 2021
Evaluating Self and Semi-Supervised Methods for Remote Sensing Segmentation Tasks Chaitanya Patel Shashank Sharma Valerie J. Pasquarella Varun Gulshan SSL 16 14 0 19 Nov 2021
TorchGeo: Deep Learning With Geospatial Data Adam J. Stewart Caleb Robinson Isaac Corley Anthony Ortiz J. L. Ferres Arindam Banerjee 3DPC 24 76 0 17 Nov 2021
Do we still need ImageNet pre-training in remote sensing scene classification? Vladimir Risojević Vladan Stojnić 22 11 0 05 Nov 2021
PASS: An ImageNet replacement for self-supervised pretraining without humans Yuki M. Asano Christian Rupprecht Andrew Zisserman Andrea Vedaldi VLM SSL 13 57 0 27 Sep 2021
Contrastive Multiview Coding with Electro-optics for SAR Semantic Segmentation Keumgang Cha Junghoon Seo Yeji Choi 27 29 0 31 Aug 2021
Self-Supervised Pretraining and Controlled Augmentation Improve Rare Wildlife Recognition in UAV Images Xiaochen Zheng B. Kellenberger R. Gong I. Hajnsek D. Tuia 8 12 0 17 Aug 2021
Focus on the Positives: Self-Supervised Learning for Biodiversity Monitoring Omiros Pantazis Gabriel J. Brostow Kate E. Jones Oisin Mac Aodha SSL 23 30 0 14 Aug 2021
Clustering-Based Representation Learning through Output Translation and Its Application to Remote--Sensing Images Qing Li Bin Li J. Garibaldi Guoping Qiu SSL 19 4 0 13 Jul 2021
Geographical Knowledge-driven Representation Learning for Remote Sensing Images Wenyuan Li Keyan Chen Hao Chen Zhenwei Shi SSL 38 64 0 12 Jul 2021
When Does Contrastive Visual Representation Learning Work? Elijah Cole Xuan S. Yang Kimberly Wilber Oisin Mac Aodha Serge J. Belongie SSL 21 123 0 12 May 2021
Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding Vladan Stojnić Vladimir Risojević SSL 9 108 0 14 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 9 258 0 30 Mar 2021
Self-Supervised Pretraining Improves Self-Supervised Pretraining Colorado Reed Xiangyu Yue Aniruddha Nrusimha Sayna Ebrahimi Vivek Vijaykumar ... Shanghang Zhang Devin Guillory Sean L. Metzger Kurt Keutzer Trevor Darrell 23 104 0 23 Mar 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 243 3,367 0 09 Mar 2020