Supervised and Contrastive Self-Supervised In-Domain Representation Learning for Dense Prediction Problems in Remote Sensing

29 January 2023

Papers citing "Supervised and Contrastive Self-Supervised In-Domain Representation Learning for Dense Prediction Problems in Remote Sensing"

38 / 38 papers shown

Title
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 71 223 0 27 Jun 2022
Neural Architecture Search for Dense Prediction Tasks in Computer Vision T. Elsken Arber Zela J. H. Metzen B. Staffler Thomas Brox Abhinav Valada Frank Hutter OOD 52 17 0 15 Feb 2022
Global and Local Contrastive Self-Supervised Learning for Semantic Segmentation of HR Remote Sensing Images Haifeng Li Yi Li Guo Zhang Ruoyun Liu Haozhe Huang Qing Zhu Chao Tao SSL 43 117 0 20 Jun 2021
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman SSL 228 467 0 29 Apr 2021
Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding Vladan Stojnić Vladimir Risojević SSL 55 111 0 14 Apr 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 62 108 0 23 Mar 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction Jure Zbontar Li Jing Ishan Misra Yann LeCun Stéphane Deny SSL 270 2,338 0 04 Mar 2021
Remote Sensing Image Change Detection with Transformers Hao Chen Zipeng Qi Zhenwei Shi ViT 80 969 0 27 Feb 2021
Kernel Anomalous Change Detection for Remote Sensing Imagery José A. Padrón Hidalgo Valero Laparra N. Longbotham Gustau Camps-Valls 38 18 0 09 Dec 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 242 4,036 0 20 Nov 2020
A Survey on Contrastive Self-supervised Learning Ashish Jaiswal Ashwin Ramesh Babu Mohammad Zaki Zadeh Debapriya Banerjee F. Makedon SSL 112 1,385 0 31 Oct 2020
Remote Sensing Image Scene Classification with Self-Supervised Paradigm under Limited Labeled Samples Chao Tao Ji Qi Weipeng Lu Hao Wang Haifeng Li SSL 49 103 0 02 Oct 2020
Training general representations for remote sensing using in-domain knowledge Maxim Neumann André Susano Pinto Xiaohua Zhai N. Houlsby 43 19 0 30 Sep 2020
Multi-Attention-Network for Semantic Segmentation of Fine Resolution Remote Sensing Images Rui Li Shunyi Zheng Chenxi Duan Ce Zhang Jianlin Su P. M. Atkinson SSeg 59 382 0 03 Sep 2020
A Framework For Contrastive Self-Supervised Learning And Designing A New Approach William Falcon Kyunghyun Cho SSL 67 104 0 31 Aug 2020
The color out of space: learning self-supervised representations for Earth Observation imagery Stefano Vincenzi Angelo Porrello Pietro Buzzega Marco Cipriano Pietro Fronte Roberto Cuccu C. Ippoliti A. Conte Simone Calderara SSL 47 63 0 22 Jun 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 210 4,065 0 17 Jun 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 121 1,612 0 15 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 325 6,773 0 13 Jun 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 443 3,422 0 09 Mar 2020
Dense Dilated Convolutions Merging Network for Land Cover Classification Qinghui Liu Michael C. Kampffmeyer Robert Jenssen Arnt-Børre Salberg 102 117 0 09 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 312 18,686 0 13 Feb 2020
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra Laurens van der Maaten SSL VLM 90 1,451 0 04 Dec 2019
Land Cover Change Detection via Semantic Segmentation Renee Su Rong-Guo Chen 26 8 0 28 Nov 2019
Dense Fusion Classmate Network for Land Cover Classification Chao Tian Cong Li Jianping Shi 103 33 0 19 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 153 12,050 0 13 Nov 2019
Deep Learning for Hyperspectral Image Classification: An Overview Shutao Li Weiwei Song Leyuan Fang Yushi Chen Pedram Ghamisi J. Benediktsson 53 1,250 0 26 Oct 2019
Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey Longlong Jing Yingli Tian SSL 108 1,697 0 16 Feb 2019
DeepGlobe 2018: A Challenge to Parse the Earth through Satellite Images Ilke Demir Krzysztof Koperski David Lindenbaum Guan Pang Jing Huang Saikat Basu Forest Hughes D. Tuia Ramesh Raskar 54 833 0 17 May 2018
Tile2Vec: Unsupervised representation learning for spatially distributed data Neal Jean Sherrie Wang Anshul Samar G. Azzari David B. Lobell Stefano Ermon SSL 65 199 0 08 May 2018
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 189 8,455 0 17 Jun 2017
PatternNet: A Benchmark Dataset for Performance Evaluation of Remote Sensing Image Retrieval Weixun Zhou Shawn D. Newsam Congmin Li Z. Shao 126 457 0 11 Jun 2017
Remote Sensing Image Scene Classification: Benchmark and State of the Art Gong Cheng Junwei Han Xiaoqiang Lu 89 2,249 0 01 Mar 2017
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 122 3,530 0 28 Mar 2016
Towards Better Exploiting Convolutional Neural Networks for Remote Sensing Scene Classification Keiller Nogueira O. A. B. Penatti J. A. dos Santos 67 831 0 04 Feb 2016
What's the Point: Semantic Segmentation with Point Supervision Amy Bearman Olga Russakovsky V. Ferrari Li Fei-Fei 3DPC 93 986 0 06 Jun 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 452 62,122 0 04 Jun 2015
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 164 2,782 0 19 May 2015