Unsupervised Visual Representation Learning by Context Prediction

19 May 2015

Papers citing "Unsupervised Visual Representation Learning by Context Prediction"

50 / 749 papers shown

Title
Does Visual Self-Supervision Improve Learning of Speech Representations for Emotion Recognition? Abhinav Shukla Stavros Petridis Maja Pantic SSL 35 28 0 04 May 2020
Self-supervised Learning for Astronomical Image Classification A. Martinazzo M. Espadoto N. Hirata SSL 17 12 0 23 Apr 2020
Unsupervised Domain Adaptation through Inter-modal Rotation for RGB-D Object Recognition Mohammad Reza Loghmani Yu Sun Eric Tzeng Trevor Darrell Alexei A. Efros Markus Vincze 29 33 0 21 Apr 2020
Are we pretraining it right? Digging deeper into visio-linguistic pretraining Amanpreet Singh Vedanuj Goswami Devi Parikh VLM 46 48 0 19 Apr 2020
Distilling Localization for Self-Supervised Representation Learning Nanxuan Zhao Zhirong Wu Rynson W. H. Lau Stephen Lin SSL 27 56 0 14 Apr 2020
PatchVAE: Learning Local Latent Codes for Recognition Kamal Gupta Saurabh Singh Abhinav Shrivastava SSL DRL 14 20 0 07 Apr 2020
Clustering based Contrastive Learning for Improving Face Representations Vivek Sharma Makarand Tapaswi M. Sarfraz Rainer Stiefelhagen CVBM SSL 27 46 0 05 Apr 2020
How Useful is Self-Supervised Pretraining for Visual Tasks? Alejandro Newell Jia Deng SSL 25 136 0 31 Mar 2020
Label-Efficient Learning on Point Clouds using Approximate Convex Decompositions Matheus Gadelha Aruni RoyChowdhury Gopal Sharma E. Kalogerakis Liangliang Cao Erik Learned-Miller Rui Wang Subhransu Maji 3DPC 31 45 0 30 Mar 2020
Laplacian Denoising Autoencoder Jianbo Jiao Linchao Bao Yunchao Wei Shengfeng He Humphrey Shi Rynson W. H. Lau Thomas S. Huang SSL 16 2 0 30 Mar 2020
Self-Supervised Learning for Domain Adaptation on Point-Clouds Idan Achituve Haggai Maron Gal Chechik 3DPC 40 160 0 29 Mar 2020
Global-Local Bidirectional Reasoning for Unsupervised Representation Learning of 3D Point Clouds Yongming Rao Jiwen Lu Jie Zhou 3DPC 33 131 0 29 Mar 2020
A Survey of Deep Learning for Scientific Discovery M. Raghu Erica Schmidt OOD AI4CE 47 120 0 26 Mar 2020
One-Shot Informed Robotic Visual Search in the Wild Karim Koreitem Florian Shkurti Travis Manderson Wei-Di Chang J. A. G. Higuera Gregory Dudek 26 12 0 22 Mar 2020
Semi-supervised few-shot learning for medical image segmentation A. Fayjie Reza Azad M. Pedersoli C. Kauffmann Ismail Ben Ayed Jose Dolz 24 63 0 18 Mar 2020
Self-supervised Point Set Local Descriptors for Point Cloud Registration Yijun Yuan Jiawei Hou A. Nüchter Sören Schwertfeger 3DPC 29 26 0 11 Mar 2020
Self-Supervised Graph Representation Learning via Global Context Prediction Zhen Peng Yixiang Dong Minnan Luo Xiao-Ming Wu Q. Zheng SSL 24 64 0 03 Mar 2020
Learning Representations by Predicting Bags of Visual Words Spyros Gidaris Andrei Bursuc N. Komodakis P. Pérez Matthieu Cord SSL 30 117 0 27 Feb 2020
Automatic Shortcut Removal for Self-Supervised Representation Learning Matthias Minderer Olivier Bachem N. Houlsby Michael Tschannen SSL 15 73 0 20 Feb 2020
Strength from Weakness: Fast Learning Using Weak Supervision Joshua Robinson Stefanie Jegelka S. Sra 43 32 0 19 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 78 18,362 0 13 Feb 2020
Self-Supervised Linear Motion Deblurring Peidong Liu J. Janai Marc Pollefeys Torsten Sattler Andreas Geiger 27 33 0 10 Feb 2020
Semi-Supervised Class Discovery Jeremy Nixon J. Liu David Berthelot 20 2 0 10 Feb 2020
Deep Self-Supervised Representation Learning for Free-Hand Sketch Peng Xu Zeyu Song Qiyue Yin Yi-Zhe Song Liang Wang SSL 33 41 0 03 Feb 2020
Optimized Generic Feature Learning for Few-shot Classification across Domains Tonmoy Saikia Thomas Brox Cordelia Schmid VLM 30 48 0 22 Jan 2020
Proposal Learning for Semi-Supervised Object Detection Peng Tang Chetan Ramaiah Yan Wang Ran Xu Caiming Xiong 28 100 0 15 Jan 2020
Visually Guided Self Supervised Learning of Speech Representations Abhinav Shukla Konstantinos Vougioukas Pingchuan Ma Stavros Petridis Maja Pantic SSL 29 24 0 13 Jan 2020
Few-shot Action Recognition with Permutation-invariant Attention Hongguang Zhang Li Zhang Xiaojuan Qi Hongdong Li Philip Torr Piotr Koniusz 27 3 0 12 Jan 2020
Video Cloze Procedure for Self-Supervised Spatio-Temporal Learning Dezhao Luo Chang-rui Liu Yu Zhou Dongbao Yang Can Ma QiXiang Ye Weiping Wang SSL 25 160 0 02 Jan 2020
Discriminative Clustering with Representation Learning with any Ratio of Labeled to Unlabeled Data Corinne Jones Vincent Roulet Zaïd Harchaoui 43 1 0 30 Dec 2019
A simple baseline for domain adaptation using rotation prediction Ajinkya Tejankar Hamed Pirsiavash SSL 25 5 0 26 Dec 2019
Locality and compositionality in zero-shot learning Tristan Sylvain Linda Petrini R. Devon Hjelm 24 56 0 20 Dec 2019
ClusterFit: Improving Generalization of Visual Representations Xueting Yan Ishan Misra Abhinav Gupta Deepti Ghadiyaram D. Mahajan SSL VLM 27 132 0 06 Dec 2019
Self-Supervised Learning of Video-Induced Visual Invariances Michael Tschannen Josip Djolonga Marvin Ritter Aravindh Mahendran Xiaohua Zhai N. Houlsby Sylvain Gelly Mario Lucic SSL 18 61 0 05 Dec 2019
Self-Supervised Learning by Cross-Modal Audio-Video Clustering Humam Alwassel D. Mahajan Bruno Korbar Lorenzo Torresani Guohao Li Du Tran SSL 42 428 0 28 Nov 2019
Revisiting Image Aesthetic Assessment via Self-Supervised Feature Learning Kekai Sheng Weiming Dong Menglei Chai Guohui Wang Peng Zhou Feiyue Huang Bao-Gang Hu Rongrong Ji Chongyang Ma SSL 28 32 0 26 Nov 2019
Rethinking deep active learning: Using unlabeled data at model training Oriane Siméoni Mateusz Budnik Yannis Avrithis G. Gravier HAI 30 79 0 19 Nov 2019
Self-supervised GAN: Analysis and Improvement with Multi-class Minimax Game Ngoc-Trung Tran Viet-Hung Tran Ngoc-Bao Nguyen Linxiao Yang Ngai-man Cheung SSL GAN 23 60 0 16 Nov 2019
Curriculum Self-Paced Learning for Cross-Domain Object Detection Petru Soviany Radu Tudor Ionescu Paolo Rota N. Sebe OOD ObjD 24 71 0 15 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 50 11,882 0 13 Nov 2019
Self-labelling via simultaneous clustering and representation learning Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 48 762 0 13 Nov 2019
Unsupervised Representation Learning with Future Observation Prediction for Speech Emotion Recognition Zheng Lian J. Tao Bin Liu Jian Huang SSL 22 17 0 24 Oct 2019
Generative Pre-Training for Speech with Autoregressive Predictive Coding Yu-An Chung James R. Glass SSL 31 173 0 23 Oct 2019
Improving Transformer-based Speech Recognition Using Unsupervised Pre-training Dongwei Jiang Xiaoning Lei Wubo Li Ne Luo Yuxuan Hu Wei Zou Xiangang Li 24 99 0 22 Oct 2019
Self-supervised pre-training with acoustic configurations for replay spoofing detection Hye-jin Shim Hee-Soo Heo Jee-weon Jung Ha-Jin Yu 33 6 0 22 Oct 2019
Unsupervised Multi-Task Feature Learning on Point Clouds Kaveh Hassani Mike Haley SSL 3DPC 117 194 0 18 Oct 2019
When Does Self-supervision Improve Few-shot Learning? Jong-Chyi Su Subhransu Maji B. Hariharan 31 168 0 08 Oct 2019
A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark Xiaohua Zhai J. Puigcerver Alexander Kolesnikov P. Ruyssen C. Riquelme ... Michael Tschannen Marcin Michalski Olivier Bousquet Sylvain Gelly N. Houlsby SSL 30 426 0 01 Oct 2019
Test-Time Training with Self-Supervision for Generalization under Distribution Shifts Yu Sun Xiaolong Wang Zhuang Liu John Miller Alexei A. Efros Moritz Hardt TTA OOD 27 92 0 29 Sep 2019
Adversarial Deep Embedded Clustering: on a better trade-off between Feature Randomness and Feature Drift Nairouz Mrabah Mohamed Bouguessa Riadh Ksantini OOD 24 53 0 26 Sep 2019