Unsupervised Visual Representation Learning by Context Prediction

19 May 2015

Papers citing "Unsupervised Visual Representation Learning by Context Prediction"

50 / 707 papers shown

Title
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
Leveraging Unlabeled Data for Crowd Counting by Learning to Rank Xialei Liu Joost van de Weijer Andrew D. Bagdanov SSL 19 286 0 08 Mar 2018
Deep Unsupervised Learning of Visual Similarities A. Sanakoyeu Miguel Angel Bautista Bjorn Ommer SSL DRL 19 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
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
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-nan Lin Kalyan Sunkavalli Xin Lu Ming-Hsuan Yang 21 54 0 17 Oct 2017
Transitive Invariance for Self-supervised Visual Representation Learning Xueliang Wang Kaiming He Abhinav Gupta OOD SSL 19 179 0 09 Aug 2017
Self-supervised Learning of Pose Embeddings from Spatiotemporal Relations in Videos Ömer Sümer Tobias Dencker Bjorn Ommer 3DH SSL 19 27 0 07 Aug 2017
Unsupervised Representation Learning by Sorting Sequences Hsin-Ying Lee Jia-Bin Huang Maneesh Kumar Singh Ming-Hsuan Yang SSL DRL 32 533 0 03 Aug 2017
Semantic Segmentation with Reverse Attention Qin Huang Chunyang Xia Chi-Hao Wu Siyang Li Yeon-Chang Wang Yuhang Song C.-C. Jay Kuo SSeg 39 66 0 20 Jul 2017
Unsupervised learning of object frames by dense equivariant image labelling James Thewlis Hakan Bilen Andrea Vedaldi OCL 27 26 0 09 Jun 2017
Learning by Association - A versatile semi-supervised training method for neural networks Philip Häusser A. Mordvintsev Daniel Cremers BDL 25 121 0 03 Jun 2017
Unsupervised Learning of Disentangled Representations from Video Emily L. Denton Vighnesh Birodkar DRL CoGe OOD 24 551 0 31 May 2017
Self-supervised learning of visual features through embedding images into text topic spaces L. G. I. Bigorda Yash J. Patel Marçal Rusiñol Dimosthenis Karatzas C. V. Jawahar SSL 22 124 0 24 May 2017
Curiosity-driven Exploration by Self-supervised Prediction Deepak Pathak Pulkit Agrawal Alexei A. Efros Trevor Darrell LRM SSL 46 2,399 0 15 May 2017
Unsupervised learning of object landmarks by factorized spatial embeddings James Thewlis Hakan Bilen Andrea Vedaldi OCL SSL 17 161 0 05 May 2017
Deep Unsupervised Similarity Learning using Partially Ordered Sets Miguel Angel Bautista A. Sanakoyeu Bjorn Ommer DRL SSL 14 28 0 07 Apr 2017
Sparse Autoencoder for Unsupervised Nucleus Detection and Representation in Histopathology Images L. Hou Vu Nguyen Dimitris Samaras Tahsin M. Kurc Yi Gao Tianhao Zhao Joel H. Saltz MedIm 35 143 0 03 Apr 2017
Unsupervised Holistic Image Generation from Key Local Patches Donghoon Lee Sangdoo Yun Sungjoon Choi Hwiyeon Yoo Ming-Hsuan Yang Songhwai Oh GAN 32 11 0 31 Mar 2017
Colorization as a Proxy Task for Visual Understanding Gustav Larsson Michael Maire Gregory Shakhnarovich SSL 65 494 0 11 Mar 2017
PixelNet: Representation of the pixels, by the pixels, and for the pixels Aayush Bansal Xinlei Chen Bryan C. Russell Abhinav Gupta Deva Ramanan SSeg 29 120 0 21 Feb 2017
Unsupervised Learning of Long-Term Motion Dynamics for Videos Zelun Luo Boya Peng De-An Huang Alexandre Alahi Li Fei-Fei SSL 32 193 0 07 Jan 2017
Learning From Noisy Large-Scale Datasets With Minimal Supervision Andreas Veit N. Alldrin Gal Chechik Ivan Krasin Abhinav Gupta Serge J. Belongie 34 476 0 06 Jan 2017
Loss is its own Reward: Self-Supervision for Reinforcement Learning Evan Shelhamer Parsa Mahmoudieh Max Argus Trevor Darrell SSL 24 186 0 21 Dec 2016
Learning Features by Watching Objects Move Deepak Pathak Ross B. Girshick Piotr Dollár Trevor Darrell Bharath Hariharan SSL VOS OCL 36 522 0 19 Dec 2016
Deep Image Category Discovery using a Transferred Similarity Function Yen-Chang Hsu Zhaoyang Lv Z. Kira 29 15 0 05 Dec 2016
Action Recognition with Dynamic Image Networks Hakan Bilen Basura Fernando Efstratios Gavves Andrea Vedaldi FAtt 29 222 0 02 Dec 2016
Object-Centric Representation Learning from Unlabeled Videos Ruohan Gao Dinesh Jayaraman Kristen Grauman 19 36 0 01 Dec 2016
Split-Brain Autoencoders: Unsupervised Learning by Cross-Channel Prediction Richard Y. Zhang Phillip Isola Alexei A. Efros SSL DRL 31 666 0 29 Nov 2016
Quad-networks: unsupervised learning to rank for interest point detection Nikolay Savinov Akihito Seki Lubor Ladicky Torsten Sattler Marc Pollefeys 3DPC 21 172 0 22 Nov 2016
Self-Supervised Video Representation Learning With Odd-One-Out Networks Basura Fernando Hakan Bilen E. Gavves Stephen Gould SSL 19 450 0 21 Nov 2016
Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks Emily L. Denton Sam Gross Rob Fergus GAN 27 150 0 19 Nov 2016
Learning to Perform Physics Experiments via Deep Reinforcement Learning Misha Denil Pulkit Agrawal Tejas D. Kulkarni Tom Erez Peter W. Battaglia Nando de Freitas AI4CE 37 338 0 06 Nov 2016
Pose from Action: Unsupervised Learning of Pose Features based on Motion Senthil Purushwalkam Abhinav Gupta SSL 26 23 0 18 Sep 2016
Generating Videos with Scene Dynamics Carl Vondrick Hamed Pirsiavash Antonio Torralba GAN VGen 95 1,462 0 08 Sep 2016
What makes ImageNet good for transfer learning? Minyoung Huh Pulkit Agrawal Alexei A. Efros OOD SSeg VLM SSL 62 671 0 30 Aug 2016
Unsupervised Learning from Continuous Video in a Scalable Predictive Recurrent Network Filip Piekniewski Patryk A. Laurent Csaba Petre Micah Richert Dimitry Fisher Todd Hylton 17 17 0 22 Jul 2016
An Uncertain Future: Forecasting from Static Images using Variational Autoencoders Jacob Walker Carl Doersch Abhinav Gupta M. Hebert VGen 15 512 0 25 Jun 2016
InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets Xi Chen Yan Duan Rein Houthooft John Schulman Ilya Sutskever Pieter Abbeel GAN 106 4,212 0 12 Jun 2016
Asynchrony begets Momentum, with an Application to Deep Learning Jeff Donahue Philipp Krahenbuhl Stefan Hadjis Christopher Ré 55 141 0 31 May 2016
Walk and Learn: Facial Attribute Representation Learning from Egocentric Video and Contextual Data Jing Wang Yu Cheng Rogerio Feris EgoV CVBM 22 115 0 21 Apr 2016
Modeling Visual Compatibility through Hierarchical Mid-level Elements José Oramas Tinne Tuytelaars 8 21 0 31 Mar 2016
Shuffle and Learn: Unsupervised Learning using Temporal Order Verification Ishan Misra C. L. Zitnick M. Hebert SSL 28 66 0 28 Mar 2016