Embedding Earth: Self-supervised contrastive pre-training for dense land cover classification

11 March 2022

Papers citing "Embedding Earth: Self-supervised contrastive pre-training for dense land cover classification"

33 / 33 papers shown

Title
DeepSatData: Building large scale datasets of satellite images for training machine learning models Michail Tarasiou Stefanos Zafeiriou 36 3 0 28 Apr 2021
Context-self contrastive pretraining for crop type semantic segmentation Michail Tarasiou R. Güler Stefanos Zafeiriou SSL 44 17 0 09 Apr 2021
Understanding the Behaviour of Contrastive Loss Feng Wang Huaping Liu SSL 102 692 0 15 Dec 2020
Dense Contrastive Learning for Self-Supervised Visual Pre-Training Xinlong Wang Rufeng Zhang Chunhua Shen Tao Kong Lei Li SSL 77 686 0 18 Nov 2020
Unsupervised Learning of Dense Visual Representations Pedro H. O. Pinheiro Amjad Almahairi Ryan Y. Benmalek Florian Golemo Aaron Courville SSL MDE 100 193 0 11 Nov 2020
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 546 2,098 0 28 Jul 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 151 4,547 0 23 Apr 2020
The 1st Agriculture-Vision Challenge: Methods and Results M. Chiu Xingqian Xu Kai Wang Jennifer Hobbs N. Hovakimyan ... S. Innani Prasad Dutande Bhakti Baheti Sanjay Talbar Jianyu Tang 117 24 0 21 Apr 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 486 3,433 0 09 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 372 18,778 0 13 Feb 2020
Agriculture-Vision: A Large Aerial Image Database for Agricultural Pattern Analysis M. Chiu Xingqian Xu Yunchao Wei Zilong Huang Alex Schwing ... David Wilson Adrian Tudor N. Hovakimyan Thomas S. Huang Humphrey Shi 77 155 0 05 Jan 2020
Improving land cover segmentation across satellites using domain adaptation Nadir Bengana J. Heikkilä 48 25 0 25 Nov 2019
Satellite Image Time Series Classification with Pixel-Set Encoders and Temporal Self-Attention Vivien Sainte Fare Garnot Loic Landrieu S. Giordano N. Chehata 76 153 0 18 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 207 12,085 0 13 Nov 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 665 24,528 0 26 Jul 2019
BreizhCrops: A Time Series Dataset for Crop Type Mapping M. Rußwurm Charlotte Pelletier Maximilian Zollner Sébastien Lefèvre Marco Korner AI4TS 87 74 0 28 May 2019
Data-Efficient Image Recognition with Contrastive Predictive Coding Olivier J. Hénaff A. Srinivas J. Fauw Ali Razavi Carl Doersch S. M. Ali Eslami Aaron van den Oord SSL 138 1,432 0 22 May 2019
Bidirectional Learning for Domain Adaptation of Semantic Segmentation Yunsheng Li Lu Yuan Nuno Vasconcelos SSeg 93 627 0 24 Apr 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,114 0 11 Oct 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 327 10,349 0 10 Jul 2018
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 179 3,465 0 05 May 2018
Multi-Temporal Land Cover Classification with Sequential Recurrent Encoders M. Rußwurm Marco Körner 93 276 0 06 Feb 2018
What makes ImageNet good for transfer learning? Minyoung Huh Pulkit Agrawal Alexei A. Efros OOD SSeg VLM SSL 105 677 0 30 Aug 2016
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 152 6,549 0 21 Jun 2016
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 67 5,299 0 25 Apr 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 566 8,004 0 13 Jun 2015
FaceNet: A Unified Embedding for Face Recognition and Clustering Florian Schroff Dmitry Kalenichenko James Philbin 3DH 379 13,145 0 12 Mar 2015
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 362 19,660 0 09 Mar 2015
MADE: Masked Autoencoder for Distribution Estimation M. Germain Karol Gregor Iain Murray Hugo Larochelle OOD SyDa UQCV 172 868 0 12 Feb 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
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.9K 150,260 0 22 Dec 2014
Exact solutions to the nonlinear dynamics of learning in deep linear neural networks Andrew M. Saxe James L. McClelland Surya Ganguli ODL 178 1,849 0 20 Dec 2013