Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning

25 May 2016

Papers citing "Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning"

50 / 162 papers shown

Title
A Hierarchical Variational Neural Uncertainty Model for Stochastic Video Prediction Moitreya Chatterjee Narendra Ahuja A. Cherian UQCV VGen BDL 42 17 0 06 Oct 2021
Unsupervised Few-Shot Action Recognition via Action-Appearance Aligned Meta-Adaptation Jay Patravali Gaurav Mittal Ye Yu Fuxin Li Mei Chen 18 19 0 30 Sep 2021
Modelling Neighbor Relation in Joint Space-Time Graph for Video Correspondence Learning Zixu Zhao Yueming Jin Pheng-Ann Heng SSL 37 21 0 28 Sep 2021
Associative Memories via Predictive Coding Tommaso Salvatori Yuhang Song Yujian Hong Simon Frieder Lei Sha Zhenghua Xu Rafal Bogacz Thomas Lukasiewicz 29 61 0 16 Sep 2021
A Framework for Multisensory Foresight for Embodied Agents Xiaohui Chen Ramtin Hosseini K. Panetta Jivko Sinapov 24 3 0 15 Sep 2021
Augmenting BERT-style Models with Predictive Coding to Improve Discourse-level Representations Vladimir Araujo Andrés Villa Marcelo Mendoza Marie-Francine Moens Alvaro Soto 30 7 0 10 Sep 2021
Impact of GPU uncertainty on the training of predictive deep neural networks Maciej Pietrowski A. Gajda Takuto Yamamoto Taisuke Kobayashi Lana Sinapayen Eiji Watanabe BDL 19 0 0 03 Sep 2021
Learning Spatiotemporal Occupancy Grid Maps for Lifelong Navigation in Dynamic Scenes Hugues Thomas Matthieu Gallet de Saint Aurin Jian Zhang T. Barfoot 19 12 0 24 Aug 2021
Video Generation from Text Employing Latent Path Construction for Temporal Modeling Amir Mazaheri M. Shah 30 8 0 29 Jul 2021
DDCNet-Multires: Effective Receptive Field Guided Multiresolution CNN for Dense Prediction A. Salehi M. Balasubramanian 22 2 0 12 Jul 2021
DDCNet: Deep Dilated Convolutional Neural Network for Dense Prediction A. Salehi M. Balasubramanian MDE 15 14 0 09 Jul 2021
Applications of the Free Energy Principle to Machine Learning and Neuroscience Beren Millidge DRL 20 7 0 30 Jun 2021
DriveGAN: Towards a Controllable High-Quality Neural Simulation S. Kim Jonah Philion Antonio Torralba Sanja Fidler 24 109 0 30 Apr 2021
CoCon: Cooperative-Contrastive Learning Nishant Rai Ehsan Adeli Kuan-Hui Lee Adrien Gaidon Juan Carlos Niebles SSL 20 18 0 30 Apr 2021
A Large-Scale Study on Unsupervised Spatiotemporal Representation Learning Christoph Feichtenhofer Haoqi Fan Bo Xiong Ross B. Girshick Kaiming He SSL AI4TS 39 257 0 29 Apr 2021
Learning Semantic-Aware Dynamics for Video Prediction Xinzhu Bei Yanchao Yang Stefano Soatto VGen 27 31 0 20 Apr 2021
EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task C. Requena-Mesa V. Benson Markus Reichstein J. Runge Joachim Denzler 71 50 0 16 Apr 2021
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning Yunbo Wang Haixu Wu Jianjin Zhang Zhifeng Gao Jianmin Wang Philip S. Yu Mingsheng Long 17 378 0 17 Mar 2021
Self-Supervision by Prediction for Object Discovery in Videos Beril Besbinar P. Frossard SSL 26 7 0 09 Mar 2021
Greedy Hierarchical Variational Autoencoders for Large-Scale Video Prediction Bohan Wu Suraj Nair Roberto Martin-Martin Li Fei-Fei Chelsea Finn DRL 27 99 0 06 Mar 2021
Predictive Coding Can Do Exact Backpropagation on Convolutional and Recurrent Neural Networks Tommaso Salvatori Yuhang Song Thomas Lukasiewicz Rafal Bogacz Zhenghua Xu PINN 27 24 0 05 Mar 2021
SLPC: a VRNN-based approach for stochastic lidar prediction and completion in autonomous driving George Eskandar Alexander Braun M. Meinke Karim Armanious Bin Yang 3DV 25 4 0 19 Feb 2021
Predictive coding feedback results in perceived illusory contours in a recurrent neural network Zhaoyang Pang Callum Biggs O'May Bhavin Choksi R. V. Rullen 26 30 0 03 Feb 2021
Learning Temporal Dynamics from Cycles in Narrated Video Dave Epstein Jiajun Wu Cordelia Schmid Chen Sun AI4TS 33 14 0 07 Jan 2021
Temporal LiDAR Frame Prediction for Autonomous Driving David Deng A. Zakhor 3DPC 13 14 0 17 Dec 2020
Contrastive Predictive Coding for Human Activity Recognition H. Haresamudram Irfan Essa Thomas Ploetz 32 118 0 09 Dec 2020
Hierarchically Decoupled Spatial-Temporal Contrast for Self-supervised Video Representation Learning Zehua Zhang David J. Crandall AI4TS SSL 28 23 0 23 Nov 2020
ConvTransformer: A Convolutional Transformer Network for Video Frame Synthesis Zhouyong Liu S. Luo Wubin Li Jingben Lu Yufan Wu Shilei Sun Chunguo Li Luxi Yang ViT 28 79 0 20 Nov 2020
Double-Prong ConvLSTM for Spatiotemporal Occupancy Prediction in Dynamic Environments Maneekwan Toyungyernsub Masha Itkina Ransalu Senanayake Mykel J. Kochenderfer 37 22 0 18 Nov 2020
Adaptive Future Frame Prediction with Ensemble Network Wonjik Kim Masayuki Tanaka Masatoshi Okutomi Y. Sasaki 19 1 0 13 Nov 2020
Unsupervised Video Representation Learning by Bidirectional Feature Prediction Nadine Behrmann Juergen Gall M. Noroozi SSL MDE 32 29 0 11 Nov 2020
Recurrent neural circuits for contour detection Drew Linsley Junkyung Kim A. Ashok Thomas Serre 24 45 0 29 Oct 2020
Attention Augmented ConvLSTM for Environment Prediction Bernard Lange Masha Itkina Mykel J. Kochenderfer 79 21 0 19 Oct 2020
Spatiotemporal Contrastive Video Representation Learning Rui Qian Tianjian Meng Boqing Gong Ming-Hsuan Yang Haoran Wang Serge J. Belongie Huayu Chen SSL AI4TS 36 492 0 09 Aug 2020
Generative Adversarial Networks for Image and Video Synthesis: Algorithms and Applications Xuan Li Xun Huang Jiahui Yu Ting-Chun Wang Arun Mallya GAN 30 153 0 06 Aug 2020
Contrastive Learning for Unpaired Image-to-Image Translation Taesung Park Alexei A. Efros Richard Y. Zhang Jun-Yan Zhu SSL 31 1,190 0 30 Jul 2020
Learning Video Representations from Textual Web Supervision Jonathan C. Stroud Zhichao Lu Chen Sun Jia Deng Rahul Sukthankar Cordelia Schmid David A. Ross SSL 40 48 0 29 Jul 2020
Hierarchical Contrastive Motion Learning for Video Action Recognition Xitong Yang Xiaodong Yang Sifei Liu Deqing Sun L. Davis Jan Kautz SSL 27 13 0 20 Jul 2020
Video Prediction via Example Guidance Jingwei Xu Huazhe Xu Bingbing Ni Xiaokang Yang Trevor Darrell AI4TS 35 17 0 03 Jul 2020
Independent Innovation Analysis for Nonlinear Vector Autoregressive Process H. Morioka Hermanni Hälvä Aapo Hyvarinen 25 22 0 19 Jun 2020
Predictive Coding Approximates Backprop along Arbitrary Computation Graphs Beren Millidge Alexander Tschantz Christopher L. Buckley 30 118 0 07 Jun 2020
Stable and expressive recurrent vision models Drew Linsley A. Ashok L. Govindarajan Rex G Liu Thomas Serre 16 44 0 22 May 2020
Going in circles is the way forward: the role of recurrence in visual inference R. S. V. Bergen N. Kriegeskorte 17 82 0 26 Mar 2020
Photo-Realistic Video Prediction on Natural Videos of Largely Changing Frames O. Shouno GAN 38 21 0 19 Mar 2020
Stochastic Latent Residual Video Prediction Jean-Yves Franceschi E. Delasalles Mickaël Chen Sylvain Lamprier Patrick Gallinari VGen 26 159 0 21 Feb 2020
Convolutional Neural Networks as a Model of the Visual System: Past, Present, and Future Grace W. Lindsay MedIm 35 423 0 20 Jan 2020
Video Coding for Machines: A Paradigm of Collaborative Compression and Intelligent Analytics Ling-yu Duan Jiaying Liu Wenhan Yang Tiejun Huang Wen Gao 33 187 0 10 Jan 2020
Learning Predictive Models From Observation and Interaction Karl Schmeckpeper Annie Xie Oleh Rybkin Stephen Tian Kostas Daniilidis Sergey Levine Chelsea Finn DRL 33 60 0 30 Dec 2019
Self-Supervised Learning by Cross-Modal Audio-Video Clustering Humam Alwassel D. Mahajan Bruno Korbar Lorenzo Torresani Guohao Li Du Tran SSL 33 428 0 28 Nov 2019
Predicting Long-Term Skeletal Motions by a Spatio-Temporal Hierarchical Recurrent Network Junfeng Hu Zhencheng Fan Jun Liao Li Liu 3DH 19 12 0 06 Nov 2019