Distribution Estimation to Automate Transformation Policies for Self-Supervision

24 November 2021

Seunghan Yang

Debasmit Das

Simyung Chang

Sungrack Yun

Fatih Porikli

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Papers citing "Distribution Estimation to Automate Transformation Policies for Self-Supervision"

33 / 33 papers shown

Title
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 262 30,123 0 01 Mar 2022
InverseForm: A Loss Function for Structured Boundary-Aware Segmentation Shubhankar Borse Ying Wang Yizhe Zhang Fatih Porikli 62 114 0 06 Apr 2021
What Should Not Be Contrastive in Contrastive Learning Tete Xiao Xiaolong Wang Alexei A. Efros Trevor Darrell SSL DRL 72 303 0 13 Aug 2020
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 90 1,327 0 20 May 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 145 4,537 0 23 Apr 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 385 10,591 0 17 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 353 18,739 0 13 Feb 2020
Towards a Hypothesis on Visual Transformation based Self-Supervision Dipan K. Pal Sreena Nallamothu Marios Savvides 23 6 0 24 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 194 12,073 0 13 Nov 2019
Self-Supervised Dialogue Learning Jiawei Wu Xin Eric Wang William Yang Wang SSL 38 58 0 30 Jun 2019
Boosting Few-Shot Visual Learning with Self-Supervision Spyros Gidaris Andrei Bursuc N. Komodakis P. Pérez Matthieu Cord SSL 74 404 0 12 Jun 2019
Self-Supervised Exploration via Disagreement Deepak Pathak Dhiraj Gandhi Abhinav Gupta SSL 73 381 0 10 Jun 2019
Semi-Supervised Learning with Scarce Annotations Sylvestre-Alvise Rebuffi Sébastien Ehrhardt Kai Han Andrea Vedaldi Andrew Zisserman SSL 47 50 0 21 May 2019
Exploiting Unlabeled Data in CNNs by Self-supervised Learning to Rank Xialei Liu Joost van de Weijer Andrew D. Bagdanov SSL 52 176 0 17 Feb 2019
Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC) Noel Codella V. Rotemberg P. Tschandl M. E. Celebi Stephen W. Dusza ... Aadi Kalloo Konstantinos Liopyris Michael Marchetti Harald Kittler Allan Halpern 99 1,186 0 09 Feb 2019
Grasp2Vec: Learning Object Representations from Self-Supervised Grasping Eric Jang Coline Devin Vincent Vanhoucke Sergey Levine SSL 58 114 0 16 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.7K 94,729 0 11 Oct 2018
Robustness via Retrying: Closed-Loop Robotic Manipulation with Self-Supervised Learning F. Ebert Sudeep Dasari Alex X. Lee Sergey Levine Chelsea Finn SSL 46 61 0 06 Oct 2018
Deep Clustering for Unsupervised Learning of Visual Features Mathilde Caron Piotr Bojanowski Armand Joulin Matthijs Douze SSL 88 1,894 0 15 Jul 2018
Two Stream Self-Supervised Learning for Action Recognition Ahmed Taha Moustafa Meshry Xitong Yang Yi-Ting Chen L. Davis SSL 39 10 0 16 Jun 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 252 3,289 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 130 1,815 0 31 Aug 2017
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 278 8,878 0 25 Aug 2017
CASSL: Curriculum Accelerated Self-Supervised Learning Adithyavairavan Murali Lerrel Pinto Dhiraj Gandhi Abhinav Gupta SSL 44 35 0 04 Aug 2017
ChestX-ray8: Hospital-scale Chest X-ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases Xiaosong Wang Yifan Peng Le Lu Zhiyong Lu M. Bagheri Ronald M. Summers LM&MA 156 2,522 0 05 May 2017
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 199 9,545 0 31 Mar 2017
Combining Self-Supervised Learning and Imitation for Vision-Based Rope Manipulation Ashvin Nair Dian Chen Pulkit Agrawal Phillip Isola Pieter Abbeel Jitendra Malik Sergey Levine SSL 50 311 0 06 Mar 2017
Using Deep Learning for Image-Based Plant Disease Detection Sharada Mohanty David P. Hughes M. Salathé 39 3,115 0 11 Apr 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 168 2,979 0 30 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 193,814 0 10 Dec 2015
Spatial Transformer Networks Max Jaderberg Karen Simonyan Andrew Zisserman Koray Kavukcuoglu 297 7,383 0 05 Jun 2015
Network In Network Min Lin Qiang Chen Shuicheng Yan 291 6,274 0 16 Dec 2013
A Kernel Method for the Two-Sample Problem Arthur Gretton Karsten Borgwardt Malte J. Rasch Bernhard Schölkopf Alex Smola 231 2,357 0 15 May 2008