Unsupervised Visual Representation Learning by Context Prediction

19 May 2015

Papers citing "Unsupervised Visual Representation Learning by Context Prediction"

50 / 749 papers shown

Title
Mid-Level Visual Representations Improve Generalization and Sample Efficiency for Learning Visuomotor Policies Alexander Sax Bradley Emi Amir Zamir Leonidas J. Guibas Silvio Savarese Jitendra Malik SSL 39 16 0 31 Dec 2018
Deep Metric Transfer for Label Propagation with Limited Annotated Data Bin Liu Zhirong Wu Han Hu Stephen Lin 29 63 0 20 Dec 2018
Learning to Learn How to Learn: Self-Adaptive Visual Navigation Using Meta-Learning Mitchell Wortsman Kiana Ehsani Mohammad Rastegari Ali Farhadi Roozbeh Mottaghi SSL 25 222 0 03 Dec 2018
Iterative Reorganization with Weak Spatial Constraints: Solving Arbitrary Jigsaw Puzzles for Unsupervised Representation Learning Chen Wei Lingxi Xie Xutong Ren Yingda Xia Chi Su Jiaying Liu Qi Tian Alan Yuille SSL 27 131 0 02 Dec 2018
Self-Supervised Video Representation Learning with Space-Time Cubic Puzzles Dahun Kim Donghyeon Cho In So Kweon SSL 31 343 0 24 Nov 2018
Rethinking ImageNet Pre-training Kaiming He Ross B. Girshick Piotr Dollár VLM SSeg 47 1,077 0 21 Nov 2018
Unsupervised Single Image Deraining with Self-supervised Constraints Xin Jin Zhibo Chen Jianxin Lin Zhikai Chen Wei Zhou 27 73 0 21 Nov 2018
Cross and Learn: Cross-Modal Self-Supervision Nawid Sayed Biagio Brattoli Bjorn Ommer SSL 33 78 0 09 Nov 2018
Identification of Invariant Sensorimotor Structures as a Prerequisite for the Discovery of Objects N. L. Hir Olivier Sigaud Alban Laflaquière 15 5 0 11 Oct 2018
Scattering Networks for Hybrid Representation Learning Edouard Oyallon Sergey Zagoruyko Gabriel Huang N. Komodakis Simon Lacoste-Julien Matthew Blaschko Eugene Belilovsky 21 84 0 17 Sep 2018
SECS: Efficient Deep Stream Processing via Class Skew Dichotomy Boyuan Feng Kun Wan Shu Yang Yufei Ding 33 4 0 07 Sep 2018
Unsupervised Learning of View-invariant Action Representations Junnan Li Yongkang Wong Qi Zhao Mohan Kankanhalli SSL 34 99 0 06 Sep 2018
Self-supervised learning of a facial attribute embedding from video Olivia Wiles A. Sophia Koepke Andrew Zisserman CVBM SSL 24 132 0 21 Aug 2018
Learning deep representations by mutual information estimation and maximization R. Devon Hjelm A. Fedorov Samuel Lavoie-Marchildon Karan Grewal Phil Bachman Adam Trischler Yoshua Bengio SSL DRL 84 2,640 0 20 Aug 2018
Emotion Recognition in Speech using Cross-Modal Transfer in the Wild Samuel Albanie Arsha Nagrani Andrea Vedaldi Andrew Zisserman CVBM 30 270 0 16 Aug 2018
Unsupervised learning of foreground object detection Ioana Croitoru Simion-Vlad Bogolin Marius Leordeanu OCL 28 48 0 14 Aug 2018
Small Sample Learning in Big Data Era Jun Shu Zongben Xu Deyu Meng 31 71 0 14 Aug 2018
Shuffle-Then-Assemble: Learning Object-Agnostic Visual Relationship Features Xu Yang Hanwang Zhang Jianfei Cai 55 74 0 01 Aug 2018
Actor-Centric Relation Network Chen Sun Abhinav Shrivastava Carl Vondrick Kevin Patrick Murphy Rahul Sukthankar Cordelia Schmid 47 220 0 28 Jul 2018
Invariant Information Clustering for Unsupervised Image Classification and Segmentation Xu Ji João F. Henriques Andrea Vedaldi SSL VLM 33 841 0 17 Jul 2018
Auto-Context R-CNN Bo Li Tianfu Wu Lun Zhang Rufeng Chu ObjD 27 8 0 08 Jul 2018
Jigsaw Puzzle Solving Using Local Feature Co-Occurrences in Deep Neural Networks Marie-Morgane Paumard David Picard Hedi Tabia 13 21 0 05 Jul 2018
Tracking Emerges by Colorizing Videos Carl Vondrick Abhinav Shrivastava Alireza Fathi S. Guadarrama Kevin Patrick Murphy 42 376 0 25 Jun 2018
Improving Cytoarchitectonic Segmentation of Human Brain Areas with Self-supervised Siamese Networks H. Spitzer Kai Kiwitz Katrin Amunts Stefan Harmeling Timo Dickscheid 18 81 0 13 Jun 2018
Self-Supervised Feature Learning by Learning to Spot Artifacts Simon Jenni Paolo Favaro SSL 150 127 0 13 Jun 2018
Playing hard exploration games by watching YouTube Y. Aytar Tobias Pfaff David Budden T. Paine Ziyun Wang Nando de Freitas 35 269 0 29 May 2018
Pointly-Supervised Action Localization Pascal Mettes Cees G. M. Snoek 3DPC 27 26 0 29 May 2018
Less is More: Surgical Phase Recognition with Less Annotations through Self-Supervised Pre-training of CNN-LSTM Networks Gaurav Yengera Didier Mutter J. Marescaux N. Padoy 42 71 0 22 May 2018
Fighting Fake News: Image Splice Detection via Learned Self-Consistency Minyoung Huh Andrew Liu Andrew Owens Alexei A. Efros SSL 42 381 0 10 May 2018
Deep Nets: What have they ever done for Vision? Alan Yuille Chenxi Liu 28 102 0 10 May 2018
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 91 3,416 0 05 May 2018
Learnable PINs: Cross-Modal Embeddings for Person Identity Arsha Nagrani Samuel Albanie Andrew Zisserman SSL 41 141 0 02 May 2018
Boosting Self-Supervised Learning via Knowledge Transfer M. Noroozi Ananth Vinjimoor Paolo Favaro Hamed Pirsiavash SSL 224 292 0 01 May 2018
Actor and Observer: Joint Modeling of First and Third-Person Videos Gunnar A. Sigurdsson Abhinav Gupta Cordelia Schmid Ali Farhadi Alahari Karteek EgoV 27 154 0 25 Apr 2018
Audio-Visual Scene Analysis with Self-Supervised Multisensory Features Andrew Owens Alexei A. Efros SSL 51 745 0 10 Apr 2018
The Sound of Pixels Hang Zhao Chuang Gan Andrew Rouditchenko Carl Vondrick Josh H. McDermott Antonio Torralba VLM 22 529 0 09 Apr 2018
Self-supervised Learning of Geometrically Stable Features Through Probabilistic Introspection David Novotny Samuel Albanie Diane Larlus Andrea Vedaldi SSL 30 65 0 04 Apr 2018
Jointly Discovering Visual Objects and Spoken Words from Raw Sensory Input David Harwath Adrià Recasens Dídac Surís Galen Chuang Antonio Torralba James R. Glass 32 200 0 04 Apr 2018
Leveraging Unlabeled Data for Crowd Counting by Learning to Rank Xialei Liu Joost van de Weijer Andrew D. Bagdanov SSL 27 286 0 08 Mar 2018
Deep Unsupervised Learning of Visual Similarities A. Sanakoyeu Miguel Angel Bautista Bjorn Ommer SSL DRL 26 33 0 22 Feb 2018
Neural Algebra of Classifiers Rodrigo Santa Cruz Basura Fernando A. Cherian Stephen Gould CoGe OCL 29 11 0 26 Jan 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 37 11,462 0 11 Jan 2018
Large-Scale Object Discovery and Detector Adaptation from Unlabeled Video Aljosa Osep P. Voigtlaender Jonathon Luiten Stefan Breuers Bastian Leibe ObjD 45 11 0 23 Dec 2017
Learning Sight from Sound: Ambient Sound Provides Supervision for Visual Learning Andrew Owens Jiajun Wu Josh H. McDermott William T. Freeman Antonio Torralba SSL 41 177 0 20 Dec 2017
Objects that Sound Relja Arandjelović Andrew Zisserman ObjD VOS 44 528 0 18 Dec 2017
Self-Supervised Relative Depth Learning for Urban Scene Understanding Huaizu Jiang Erik Learned-Miller Gustav Larsson Michael Maire Gregory Shakhnarovich OOD SSL 26 9 0 13 Dec 2017
Interpreting Deep Visual Representations via Network Dissection Bolei Zhou David Bau A. Oliva Antonio Torralba FAtt MILM 29 323 0 15 Nov 2017
Unsupervised Learning of Semantic Audio Representations A. Jansen Manoj Plakal R. Pandya D. Ellis Shawn Hershey Jiayang Liu R. C. Moore Rif A. Saurous SSL 25 131 0 06 Nov 2017
Generic 3D Representation via Pose Estimation and Matching Amir Zamir T. Wekel Pulkit Agrawal Colin Wei Jitendra Malik Silvio Savarese 3DV 15 94 0 23 Oct 2017
Scene Parsing with Global Context Embedding Wei-Chih Hung Yi-Hsuan Tsai Xiaohui Shen Zhe Lin Kalyan Sunkavalli Xin Lu Ming-Hsuan Yang 24 54 0 17 Oct 2017