Self-Supervised Material and Texture Representation Learning for Remote Sensing Tasks

3 December 2021

Papers citing "Self-Supervised Material and Texture Representation Learning for Remote Sensing Tasks"

50 / 53 papers shown

Title
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 103 27 0 17 Jun 2024
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data Oscar Manas Alexandre Lacoste Xavier Giró-i-Nieto David Vazquez Pau Rodríguez López 59 263 0 30 Mar 2021
Learning Statistical Texture for Semantic Segmentation Lanyun Zhu Deyi Ji Shiping Zhu Weihao Gan Wei Wu Junjie Yan 56 124 0 06 Mar 2021
LandCoverNet: A global benchmark land cover classification training dataset Hamed Alemohammad Kevin Booth 26 45 0 05 Dec 2020
Geography-Aware Self-Supervised Learning Kumar Ayush Burak Uzkent Chenlin Meng Kumar Tanmay Marshall Burke David B. Lobell Stefano Ermon SSL 66 233 0 19 Nov 2020
Unsupervised Video Representation Learning by Bidirectional Feature Prediction Nadine Behrmann Juergen Gall M. Noroozi SSL MDE 42 29 0 11 Nov 2020
H2O-Net: Self-Supervised Flood Segmentation via Adversarial Domain Adaptation and Label Refinement Peri Akiva Matthew Purri Kristin J. Dana B. Tellman Tyler Anderson 52 25 0 11 Oct 2020
Removing the Background by Adding the Background: Towards Background Robust Self-supervised Video Representation Learning Jinpeng Wang Yuting Gao Ke Li Yiqi Lin A. J. Ma Hao Cheng Pai Peng Feiyue Huang Rongrong Ji Xing Sun SSL 78 97 0 12 Sep 2020
PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding Saining Xie Jiatao Gu Demi Guo C. Qi Leonidas Guibas Or Litany 3DPC 196 634 0 21 Jul 2020
Improving Semantic Segmentation via Decoupled Body and Edge Supervision Xiangtai Li Xia Li Li Zhang Guangliang Cheng Jianping Shi Zhouchen Lin Shaohua Tan Yunhai Tong 168 257 0 20 Jul 2020
SkyScapes -- Fine-Grained Semantic Understanding of Aerial Scenes S. Azimi C. Henry Lars Sommer Arne Schumann E. Vig 56 56 0 12 Jul 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 139 4,520 0 23 Apr 2020
RescueNet: Joint Building Segmentation and Damage Assessment from Satellite Imagery Rohit Gupta M. Shah 106 93 0 15 Apr 2020
DASNet: Dual attentive fully convolutional siamese networks for change detection of high resolution satellite images Jie Chen Ziyang Yuan Jian Peng Li Chen Haozhe Huang Jiawei Zhu Yu Liu Haifeng Li 123 483 0 07 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 321 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
In-domain representation learning for remote sensing Maxim Neumann André Susano Pinto Xiaohua Zhai N. Houlsby SSL 51 64 0 15 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 159 12,050 0 13 Nov 2019
Detecting Urban Changes with Recurrent Neural Networks from Multitemporal Sentinel-2 Data M. Papadomanolaki Sagar Verma Maria Vakalopoulou Siddharth Gupta Konstantinos Karantzalos 52 116 0 17 Oct 2019
Asymmetric Non-local Neural Networks for Semantic Segmentation Zhen Zhu Mengde Xu S. Bai Tengteng Huang X. Bai 185 609 0 21 Aug 2019
Change Detection in Multi-temporal VHR Images Based on Deep Siamese Multi-scale Convolutional Networks Hongruixuan Chen Chen Wu Bo Du Liangpei Zhang 29 53 0 27 Jun 2019
Tackling Climate Change with Machine Learning David Rolnick P. Donti L. Kaack K. Kochanski Alexandre Lacoste ... Demis Hassabis John C. Platt F. Creutzig J. Chayes Yoshua Bengio AI4Cl AI4CE 66 802 0 10 Jun 2019
Pixel-Adaptive Convolutional Neural Networks Hang Su Varun Jampani Deqing Sun Orazio Gallo Erik Learned-Miller Jan Kautz 68 288 0 10 Apr 2019
BigEarthNet: A Large-Scale Benchmark Archive For Remote Sensing Image Understanding Gencer Sumbul Marcela Charfuelan Begüm Demir Volker Markl 89 451 0 16 Feb 2019
$Multi$^{\mathbf{3}}$Net: Segmenting Flooded Buildings via Fusion of Multiresolution, Multisensor, and Multitemporal Satellite Imagery$ Multi $^{\mathbf{3}}$ Net: Segmenting Flooded Buildings via Fusion of Multiresolution, Multisensor, and Multitemporal Satellite Imagery Tim G. J. Rudner M. Rußwurm Jakub Fil R. Pelich B. Bischke V. Kopačková Piotr Bilinski AI4CE 43 104 0 05 Dec 2018
Weakly Supervised Silhouette-based Semantic Scene Change Detection Ken Sakurada Mikiya Shibuya Weimin Wang 48 59 0 29 Nov 2018
Self-Supervised Spatiotemporal Feature Learning via Video Rotation Prediction Longlong Jing Xiaodong Yang Jingen Liu Yingli Tian 66 156 0 28 Nov 2018
Urban Change Detection for Multispectral Earth Observation Using Convolutional Neural Networks Rodrigo Caye Daudt Bertrand Le Saux Alexandre Boulch Y. Gousseau 49 364 0 19 Oct 2018
Fully Convolutional Siamese Networks for Change Detection Rodrigo Caye Daudt Bertrand Le Saux Alexandre Boulch 56 1,110 0 19 Oct 2018
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation Changqian Yu Jingbo Wang Chao Peng Changxin Gao Gang Yu Nong Sang SSeg 126 2,197 0 02 Aug 2018
Deep Clustering for Unsupervised Learning of Visual Features Mathilde Caron Piotr Bojanowski Armand Joulin Matthijs Douze SSL 88 1,890 0 15 Jul 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 280 10,253 0 10 Jul 2018
SpaceNet: A Remote Sensing Dataset and Challenge Series A. V. Etten David Lindenbaum Todd M. Bacastow 52 391 0 03 Jul 2018
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
Context-aware Synthesis for Video Frame Interpolation Simon Niklaus Feng Liu 78 409 0 29 Mar 2018
EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification P. Helber B. Bischke Andreas Dengel Damian Borth 125 1,806 0 31 Aug 2017
Beyond triplet loss: a deep quadruplet network for person re-identification Weihua Chen Xiaotang Chen Jianguo Zhang Kaiqi Huang 80 1,140 0 06 Apr 2017
Deep TEN: Texture Encoding Network Hang Zhang Jia Xue Kristin J. Dana 3DV 113 231 0 08 Dec 2016
Differential Angular Imaging for Material Recognition Jia Xue Hang Zhang Kristin J. Dana Ko Nishino 52 88 0 07 Dec 2016
Learning Diverse Image Colorization Aditya Deshpande Jiajun Lu Mao-Chuang Yeh Min Jin Chong David A. Forsyth GAN 38 192 0 06 Dec 2016
Self-Supervised Video Representation Learning With Odd-One-Out Networks Basura Fernando Hakan Bilen E. Gavves Stephen Gould SSL 42 450 0 21 Nov 2016
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation Guosheng Lin Anton Milan Chunhua Shen Ian Reid AI4TS SSeg 253 2,847 0 20 Nov 2016
Geometry-Informed Material Recognition Joseph DeGol Mani Golparvar-Fard Derek Hoiem 3DV 38 50 0 18 Jul 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 215 18,195 0 02 Jun 2016
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 122 3,530 0 28 Mar 2016
Learning Representations for Automatic Colorization Gustav Larsson Michael Maire Gregory Shakhnarovich VLM SSL 81 1,012 0 22 Mar 2016
Rapid building detection using machine learning Joseph Paul Cohen W. Ding C. Kuhlman Aijun Chen L. Di ObjD 29 39 0 14 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.8K 193,426 0 10 Dec 2015
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 671 27,303 0 02 Dec 2015
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 164 2,782 0 19 May 2015