S-HR-VQVAE: Sequential Hierarchical Residual Learning Vector Quantized Variational Autoencoder for Video Prediction

13 July 2023

Mohammad Adiban

Kalin Stefanov

Sabato Marco Siniscalchi

G. Salvi

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Papers citing "S-HR-VQVAE: Sequential Hierarchical Residual Learning Vector Quantized Variational Autoencoder for Video Prediction"

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Title
MIMO Is All You Need : A Strong Multi-In-Multi-Out Baseline for Video Prediction Shuliang Ning Mengcheng Lan Yanran Li Chaofeng Chen Qian Chen Xunlai Chen Xiaoguang Han Shuguang Cui 54 21 0 09 Dec 2022
A unified model for continuous conditional video prediction Xi Ye Guillaume-Alexandre Bilodeau AI4TS 65 7 0 11 Oct 2022
Hierarchical Residual Learning Based Vector Quantized Variational Autoencoder for Image Reconstruction and Generation Mohammad Adiban Kalin Stefanov Sabato Marco Siniscalchi G. Salvi 54 9 0 09 Aug 2022
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning Sangmin Lee Hak Gu Kim Dae Hwi Choi Hyungil Kim Yong Man Ro 55 102 0 02 Apr 2021
MotionRNN: A Flexible Model for Video Prediction with Spacetime-Varying Motions Haixu Wu Zhiyu Yao J. Wan Mingsheng Long 57 129 0 03 Mar 2021
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction Vincent Le Guen Nicolas Thome AI4CE PINN 143 290 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 95 0 23 Feb 2020
Scene Representation Networks: Continuous 3D-Structure-Aware Neural Scene Representations Vincent Sitzmann Michael Zollhoefer Gordon Wetzstein 3DPC 3DV 151 1,278 0 04 Jun 2019
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 60 321 0 19 Nov 2018
Learning to Decompose and Disentangle Representations for Video Prediction Jun-Ting Hsieh Bingbin Liu De-An Huang Li Fei-Fei Juan Carlos Niebles DRL 171 306 0 11 Jun 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 117 474 0 17 Apr 2018
Stochastic Video Generation with a Learned Prior Emily L. Denton Rob Fergus VGen 80 525 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 327 11,734 0 11 Jan 2018
Folded Recurrent Neural Networks for Future Video Prediction Marc Oliu Javier Selva Sergio Escalera 51 135 0 01 Dec 2017
Neural Discrete Representation Learning Aaron van den Oord Oriol Vinyals Koray Kavukcuoglu BDL SSL OCL 208 4,989 0 02 Nov 2017
Video Frame Synthesis using Deep Voxel Flow Ziwei Liu Raymond A. Yeh Xiaoou Tang Yiming Liu A. Agarwala 90 748 0 08 Feb 2017
Predicting Citywide Crowd Flows Using Deep Spatio-Temporal Residual Networks Junbo Zhang Yu Zheng Dekang Qi Ruiyuan Li Xiuwen Yi Tianrui Li GNN 3DPC HAI AI4TS 33 433 0 10 Jan 2017
Structured Sequence Modeling with Graph Convolutional Recurrent Networks Youngjoo Seo M. Defferrard P. Vandergheynst Xavier Bresson GNN 121 768 0 22 Dec 2016
Visual Dynamics: Probabilistic Future Frame Synthesis via Cross Convolutional Networks Tianfan Xue Jiajun Wu Katherine Bouman Bill Freeman 80 416 0 09 Jul 2016
Conditional Image Generation with PixelCNN Decoders Aaron van den Oord Nal Kalchbrenner Oriol Vinyals L. Espeholt Alex Graves Koray Kavukcuoglu VLM 169 2,503 0 16 Jun 2016
Deep multi-scale video prediction beyond mean square error Michaël Mathieu Camille Couprie Yann LeCun GAN 122 1,881 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 524 7,977 0 13 Jun 2015
Spatial Transformer Networks Max Jaderberg Karen Simonyan Andrew Zisserman Koray Kavukcuoglu 292 7,379 0 05 Jun 2015