The color out of space: learning self-supervised representations for Earth Observation imagery

22 June 2020

Papers citing "The color out of space: learning self-supervised representations for Earth Observation imagery"

28 / 28 papers shown

Title
BigEarthNet Dataset with A New Class-Nomenclature for Remote Sensing Image Understanding Gencer Sumbul Jian Kang Tristan Kreuziger F. Marcelino H. Costa P. Benevides M. Caetano Begüm Demir 105 34 0 17 Jan 2020
Spotting insects from satellites: modeling the presence of Culicoides imicola through Deep CNNs Stefano Vincenzi Angelo Porrello Pietro Buzzega A. Conte C. Ippoliti L. Candeloro A. D. Lorenzo A. C. Dondona Simone Calderara 37 12 0 22 Nov 2019
In-domain representation learning for remote sensing Maxim Neumann André Susano Pinto Xiaohua Zhai N. Houlsby SSL 71 65 0 15 Nov 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 79 804 0 10 Jun 2019
Cascaded Recurrent Neural Networks for Hyperspectral Image Classification Renlong Hang Qingshan Liu Danfeng Hong Pedram Ghamisi 39 631 0 28 Feb 2019
Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey Longlong Jing Yingli Tian SSL 130 1,700 0 16 Feb 2019
BigEarthNet: A Large-Scale Benchmark Archive For Remote Sensing Image Understanding Gencer Sumbul Marcela Charfuelan Begüm Demir Volker Markl 91 454 0 16 Feb 2019
Revisiting Self-Supervised Visual Representation Learning Alexander Kolesnikov Xiaohua Zhai Lucas Beyer SSL 151 716 0 25 Jan 2019
Deep Learning Approach for Building Detection in Satellite Multispectral Imagery Geesara Prathap Ilya M. Afanasyev 39 50 0 10 Nov 2018
Tile2Vec: Unsupervised representation learning for spatially distributed data Neal Jean Sherrie Wang Anshul Samar G. Azzari David B. Lobell Stefano Ermon SSL 73 200 0 08 May 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 258 3,290 0 21 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 135 1,820 0 31 Aug 2017
Explainable Artificial Intelligence: Understanding, Visualizing and Interpreting Deep Learning Models Wojciech Samek Thomas Wiegand K. Müller XAI VLM 75 1,190 0 28 Aug 2017
PatternNet: A Benchmark Dataset for Performance Evaluation of Remote Sensing Image Retrieval Weixun Zhou Shawn D. Newsam Congmin Li Z. Shao 133 460 0 11 Jun 2017
Colorization as a Proxy Task for Visual Understanding Gustav Larsson Michael Maire Gregory Shakhnarovich SSL 148 497 0 11 Mar 2017
Learning Diverse Image Colorization Aditya Deshpande Jiajun Lu Mao-Chuang Yeh Min Jin Chong David A. Forsyth GAN 40 192 0 06 Dec 2016
Split-Brain Autoencoders: Unsupervised Learning by Cross-Channel Prediction Richard Y. Zhang Phillip Isola Alexei A. Efros SSL DRL 70 668 0 29 Nov 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 321 20,023 0 07 Oct 2016
What makes ImageNet good for transfer learning? Minyoung Huh Pulkit Agrawal Alexei A. Efros OOD SSeg VLM SSL 105 677 0 30 Aug 2016
Fully Convolutional Networks for Dense Semantic Labelling of High-Resolution Aerial Imagery Jamie Sherrah SSeg 50 364 0 08 Jun 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 174 2,980 0 30 Mar 2016
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 133 3,530 0 28 Mar 2016
Learning Representations for Automatic Colorization Gustav Larsson Michael Maire Gregory Shakhnarovich VLM SSL 90 1,013 0 22 Mar 2016
Towards Better Exploiting Convolutional Neural Networks for Remote Sensing Scene Classification Keiller Nogueira O. A. B. Penatti J. A. dos Santos 72 831 0 04 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Spectral-Spatial Classification of Hyperspectral Image Using Autoencoders Zhouhan Lin Yushi Chen Xing Zhao G. Wang 55 126 0 09 Nov 2015
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 166 2,786 0 19 May 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 326 18,625 0 06 Feb 2015