STAU: A SpatioTemporal-Aware Unit for Video Prediction and Beyond

20 April 2022

Papers citing "STAU: A SpatioTemporal-Aware Unit for Video Prediction and Beyond"

34 / 34 papers shown

Title
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning Sangmin Lee Hak Gu Kim Dae Hwi Choi Hyungil Kim Yong Man Ro 73 102 0 02 Apr 2021
Greedy Hierarchical Variational Autoencoders for Large-Scale Video Prediction Bohan Wu Suraj Nair Roberto Martin-Martin Li Fei-Fei Chelsea Finn DRL 68 102 0 06 Mar 2021
MotionRNN: A Flexible Model for Video Prediction with Spacetime-Varying Motions Haixu Wu Zhiyu Yao J. Wan Mingsheng Long 68 129 0 03 Mar 2021
Video Prediction via Example Guidance Jingwei Xu Huazhe Xu Bingbing Ni Xiaokang Yang Trevor Darrell AI4TS 72 17 0 03 Jul 2020
A Review on Deep Learning Techniques for Video Prediction Sergiu Oprea P. Martinez-Gonzalez Alberto Garcia-Garcia John Alejandro Castro-Vargas S. Orts-Escolano Jose Garcia-Rodriguez Antonis Argyros 89 255 0 10 Apr 2020
Transformation-based Adversarial Video Prediction on Large-Scale Data Pauline Luc Aidan Clark Sander Dieleman Diego de Las Casas Yotam Doron Albin Cassirer Karen Simonyan VGen 287 89 0 09 Mar 2020
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction Vincent Le Guen Nicolas Thome AI4CE PINN 150 291 0 03 Mar 2020
Exploring Spatial-Temporal Multi-Frequency Analysis for High-Fidelity and Temporal-Consistency Video Prediction Beibei Jin Yu Hu Qiankun Tang Jingyu Niu Zhiping Shi Yinhe Han Xiaowei Li 49 96 0 23 Feb 2020
Stochastic Latent Residual Video Prediction Jean-Yves Franceschi E. Delasalles Mickaël Chen Sylvain Lamprier Patrick Gallinari VGen 64 160 0 21 Feb 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 507 10,591 0 17 Feb 2020
Image and Video Compression with Neural Networks: A Review Siwei Ma Xinfeng Zhang Chuanmin Jia Zhenghui Zhao Shiqi Wang Shanshe Wang 61 348 0 07 Apr 2019
Towards Accurate Generative Models of Video: A New Metric & Challenges Thomas Unterthiner Sjoerd van Steenkiste Karol Kurach Raphaël Marinier Marcin Michalski Sylvain Gelly EGVM VGen 91 745 0 03 Dec 2018
Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics Yunbo Wang Jianjin Zhang Hongyu Zhu Mingsheng Long Jianmin Wang Philip S Yu AI4TS 62 321 0 19 Nov 2018
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning Yunbo Wang Zhifeng Gao Mingsheng Long Jianmin Wang Philip S. Yu 126 476 0 17 Apr 2018
Stochastic Adversarial Video Prediction Alex X. Lee Richard Y. Zhang F. Ebert Pieter Abbeel Chelsea Finn Sergey Levine DRL VGen GAN 74 453 0 04 Apr 2018
Stochastic Video Generation with a Learned Prior Emily L. Denton Rob Fergus VGen 96 526 0 21 Feb 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 384 11,905 0 11 Jan 2018
Folded Recurrent Neural Networks for Future Video Prediction Marc Oliu Javier Selva Sergio Escalera 64 135 0 01 Dec 2017
Stochastic Variational Video Prediction Mohammad Babaeizadeh Chelsea Finn D. Erhan R. Campbell Sergey Levine DRL VGen 84 543 0 30 Oct 2017
Decomposing Motion and Content for Natural Video Sequence Prediction Ruben Villegas Jimei Yang Seunghoon Hong Xunyu Lin Honglak Lee 80 598 0 25 Jun 2017
The "something something" video database for learning and evaluating visual common sense Raghav Goyal Samira Ebrahimi Kahou Vincent Michalski Joanna Materzynska S. Westphal ... Moritz Mueller-Freitag F. Hoppe Christian Thurau Ingo Bax Roland Memisevic VLM 98 1,542 0 13 Jun 2017
Deep Learning for Precipitation Nowcasting: A Benchmark and A New Model Xingjian Shi Zhihan Gao Leonard Lausen Hao Wang Dit-Yan Yeung W. Wong W. Woo 73 798 0 12 Jun 2017
Video Pixel Networks Nal Kalchbrenner Aaron van den Oord Karen Simonyan Ivo Danihelka Oriol Vinyals Alex Graves Koray Kavukcuoglu 83 426 0 03 Oct 2016
Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning William Lotter Gabriel Kreiman David D. Cox SSL 110 936 0 25 May 2016
Unsupervised Learning for Physical Interaction through Video Prediction Chelsea Finn Ian Goodfellow Sergey Levine 80 1,047 0 23 May 2016
Delving Deeper into Convolutional Networks for Learning Video Representations Nicolas Ballas L. Yao C. Pal Aaron Courville MDE 90 701 0 19 Nov 2015
Deep multi-scale video prediction beyond mean square error Michaël Mathieu Camille Couprie Yann LeCun GAN 126 1,882 0 17 Nov 2015
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 568 8,005 0 13 Jun 2015
You Only Look Once: Unified, Real-Time Object Detection Joseph Redmon S. Divvala Ross B. Girshick Ali Farhadi ObjD 718 37,020 0 08 Jun 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 528 62,377 0 04 Jun 2015
Unsupervised Learning of Video Representations using LSTMs Nitish Srivastava Elman Mansimov Ruslan Salakhutdinov SSL 142 2,593 0 16 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.0K 150,312 0 22 Dec 2014
Video (language) modeling: a baseline for generative models of natural videos MarcÁurelio Ranzato Arthur Szlam Joan Bruna Michaël Mathieu R. Collobert S. Chopra VGen 107 471 0 20 Dec 2014
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 1.1K 23,388 0 03 Jun 2014