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Unsupervised Learning of Video Representations using LSTMs

Unsupervised Learning of Video Representations using LSTMs

16 February 2015
Nitish Srivastava
Elman Mansimov
Ruslan Salakhutdinov
    SSL
ArXivPDFHTML

Papers citing "Unsupervised Learning of Video Representations using LSTMs"

50 / 469 papers shown
Title
Self-supervised remote sensing feature learning: Learning Paradigms,
  Challenges, and Future Works
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works
Chao Tao
Ji Qi
Mingning Guo
Qing Zhu
Haifeng Li
SSL
34
56
0
15 Nov 2022
A Deep-Unfolded Spatiotemporal RPCA Network For L+S Decomposition
A Deep-Unfolded Spatiotemporal RPCA Network For L+S Decomposition
Shoaib Imran
Muhammad Ahmad Tahir
Zubair Khalid
M. Uppal
31
0
0
06 Nov 2022
See, Plan, Predict: Language-guided Cognitive Planning with Video
  Prediction
See, Plan, Predict: Language-guided Cognitive Planning with Video Prediction
Maria Attarian
Advaya Gupta
Ziyi Zhou
Wei Yu
Igor Gilitschenski
Animesh Garg
LM&Ro
29
7
0
07 Oct 2022
Phenaki: Variable Length Video Generation From Open Domain Textual
  Description
Phenaki: Variable Length Video Generation From Open Domain Textual Description
Ruben Villegas
Mohammad Babaeizadeh
Pieter-Jan Kindermans
Hernan Moraldo
Han Zhang
M. Saffar
Santiago Castro
Julius Kunze
D. Erhan
DiffM
VGen
68
375
0
05 Oct 2022
Extraneousness-Aware Imitation Learning
Extraneousness-Aware Imitation Learning
Rachel Zheng
Kaizhe Hu
Zhecheng Yuan
Boyuan Chen
Huazhe Xu
SSL
33
3
0
04 Oct 2022
Multimodality Multi-Lead ECG Arrhythmia Classification using
  Self-Supervised Learning
Multimodality Multi-Lead ECG Arrhythmia Classification using Self-Supervised Learning
Thi-Thu-Hong Phan
Duc Le
Brijesh Patel
Donald Adjeroh
Jingxian Wu
M. Jensen
Ngan Le
32
11
0
30 Sep 2022
Accelerating Neural Network Inference with Processing-in-DRAM: From the
  Edge to the Cloud
Accelerating Neural Network Inference with Processing-in-DRAM: From the Edge to the Cloud
Geraldo F. Oliveira
Juan Gómez Luna
Saugata Ghose
Amirali Boroumand
O. Mutlu
31
24
0
19 Sep 2022
HARP: Autoregressive Latent Video Prediction with High-Fidelity Image
  Generator
HARP: Autoregressive Latent Video Prediction with High-Fidelity Image Generator
Younggyo Seo
Kimin Lee
Fangchen Liu
Stephen James
Pieter Abbeel
VGen
29
28
0
15 Sep 2022
Detecting Driver Drowsiness as an Anomaly Using LSTM Autoencoders
Detecting Driver Drowsiness as an Anomaly Using LSTM Autoencoders
Gülin Tüfekci
Alper Kayabasi
Erdem Akagündüz
ilkay Ulusoy
UQCV
24
3
0
12 Sep 2022
ARMA Cell: A Modular and Effective Approach for Neural Autoregressive
  Modeling
ARMA Cell: A Modular and Effective Approach for Neural Autoregressive Modeling
Philipp Schiele
Christoph Berninger
David Rügamer
AI4TS
33
2
0
31 Aug 2022
Temporal View Synthesis of Dynamic Scenes through 3D Object Motion
  Estimation with Multi-Plane Images
Temporal View Synthesis of Dynamic Scenes through 3D Object Motion Estimation with Multi-Plane Images
Nagabhushan Somraj
Pranali Sancheti
R. Soundararajan
35
4
0
19 Aug 2022
Video-based Human Action Recognition using Deep Learning: A Review
Video-based Human Action Recognition using Deep Learning: A Review
Hieu H. Pham
L. Khoudour
Alain Crouzil
Pablo Zegers
S. Velastín
35
34
0
07 Aug 2022
Graph Neural Network and Spatiotemporal Transformer Attention for 3D
  Video Object Detection from Point Clouds
Graph Neural Network and Spatiotemporal Transformer Attention for 3D Video Object Detection from Point Clouds
Junbo Yin
Jianbing Shen
Xin Gao
David J. Crandall
Ruigang Yang
3DPC
ViT
38
59
0
26 Jul 2022
Intelligent 3D Network Protocol for Multimedia Data Classification using
  Deep Learning
Intelligent 3D Network Protocol for Multimedia Data Classification using Deep Learning
A. Syed
Eman A. Aldhahri
M. Iqbal
Abid Ali
Ammar Muthanna
Harun Jamil
F. Jamil
3DH
23
2
0
23 Jul 2022
Earthformer: Exploring Space-Time Transformers for Earth System
  Forecasting
Earthformer: Exploring Space-Time Transformers for Earth System Forecasting
Zhihan Gao
Xingjian Shi
Hao Wang
Yi Zhu
Yuyang Wang
Mu Li
Dit-Yan Yeung
AI4TS
45
150
0
12 Jul 2022
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for
  Pedestrian Anomaly Detection
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection
A. Kanu-Asiegbu
Ram Vasudevan
Xiaoxiao Du
20
7
0
05 Jul 2022
Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive
  Learning
Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning
Cheng Tan
Zhangyang Gao
Lirong Wu
Yongjie Xu
Jun Xia
Siyuan Li
Stan Z. Li
51
107
0
24 Jun 2022
Self-Supervised Learning for Videos: A Survey
Self-Supervised Learning for Videos: A Survey
Madeline Chantry Schiappa
Yogesh S Rawat
M. Shah
SSL
41
131
0
18 Jun 2022
SimVP: Simpler yet Better Video Prediction
SimVP: Simpler yet Better Video Prediction
Zhangyang Gao
Cheng Tan
Lirong Wu
Stan Z. Li
54
212
0
09 Jun 2022
A Survey on Video Action Recognition in Sports: Datasets, Methods and
  Applications
A Survey on Video Action Recognition in Sports: Datasets, Methods and Applications
Fei Wu
Qingzhong Wang
Jian Bian
Haoyi Xiong
Ning Ding
Feixiang Lu
Junqing Cheng
Dejing Dou
AI4TS
42
53
0
02 Jun 2022
Cascaded Video Generation for Videos In-the-Wild
Cascaded Video Generation for Videos In-the-Wild
Lluis Castrejon
Nicolas Ballas
Aaron Courville
VGen
37
0
0
01 Jun 2022
Iso-Dream: Isolating and Leveraging Noncontrollable Visual Dynamics in
  World Models
Iso-Dream: Isolating and Leveraging Noncontrollable Visual Dynamics in World Models
Minting Pan
Xiangming Zhu
Yunbo Wang
Xiaokang Yang
32
39
0
27 May 2022
Learning What and Where: Disentangling Location and Identity Tracking
  Without Supervision
Learning What and Where: Disentangling Location and Identity Tracking Without Supervision
Manuel Traub
S. Otte
Tobias Menge
Matthias Karlbauer
Jannik Thummel
Martin Volker Butz
34
20
0
26 May 2022
Deep-learning-based prediction of nanoparticle phase transitions during
  in situ transmission electron microscopy
Deep-learning-based prediction of nanoparticle phase transitions during in situ transmission electron microscopy
W. Fu
Steven Spurgeon
Chongmin Wang
Yuyan Shao
Wei Wang
A. Peles
33
1
0
23 May 2022
MCVD: Masked Conditional Video Diffusion for Prediction, Generation, and
  Interpolation
MCVD: Masked Conditional Video Diffusion for Prediction, Generation, and Interpolation
Vikram S. Voleti
Alexia Jolicoeur-Martineau
Christopher Pal
DiffM
VGen
15
291
0
19 May 2022
LPC-AD: Fast and Accurate Multivariate Time Series Anomaly Detection via
  Latent Predictive Coding
LPC-AD: Fast and Accurate Multivariate Time Series Anomaly Detection via Latent Predictive Coding
Zhi Qi
Hong Xie
Ye Li
Jian Tan
Feifei Li
John C. S. Lui
AI4TS
19
1
0
05 May 2022
MAD: Self-Supervised Masked Anomaly Detection Task for Multivariate Time
  Series
MAD: Self-Supervised Masked Anomaly Detection Task for Multivariate Time Series
Yiwei Fu
Feng Xue
AI4TS
29
15
0
04 May 2022
Context-Aware Sequence Alignment using 4D Skeletal Augmentation
Context-Aware Sequence Alignment using 4D Skeletal Augmentation
Taein Kwon
Bugra Tekin
Siyu Tang
Marc Pollefeys
38
13
0
26 Apr 2022
STAU: A SpatioTemporal-Aware Unit for Video Prediction and Beyond
STAU: A SpatioTemporal-Aware Unit for Video Prediction and Beyond
Zheng Chang
Xinfeng Zhang
Shanshe Wang
Siwei Ma
Wen Gao
30
1
0
20 Apr 2022
Self-supervised Learning for Sonar Image Classification
Self-supervised Learning for Sonar Image Classification
Alan Preciado-Grijalva
Bilal Wehbe
M. B. Firvida
Matias Valdenegro-Toro
SSL
38
16
0
20 Apr 2022
Long Video Generation with Time-Agnostic VQGAN and Time-Sensitive
  Transformer
Long Video Generation with Time-Agnostic VQGAN and Time-Sensitive Transformer
Songwei Ge
Thomas Hayes
Harry Yang
Xiaoyue Yin
Guan Pang
David Jacobs
Jia-Bin Huang
Devi Parikh
ViT
62
215
0
07 Apr 2022
Learning from Untrimmed Videos: Self-Supervised Video Representation
  Learning with Hierarchical Consistency
Learning from Untrimmed Videos: Self-Supervised Video Representation Learning with Hierarchical Consistency
Zhiwu Qing
Shiwei Zhang
Ziyuan Huang
Yi Tian Xu
Xiang Wang
Mingqian Tang
Changxin Gao
Rong Jin
Nong Sang
SSL
AI4TS
31
17
0
06 Apr 2022
Traffic4cast at NeurIPS 2021 -- Temporal and Spatial Few-Shot Transfer
  Learning in Gridded Geo-Spatial Processes
Traffic4cast at NeurIPS 2021 -- Temporal and Spatial Few-Shot Transfer Learning in Gridded Geo-Spatial Processes
Christian Eichenberger
M. Neun
Henry Martin
Pedro Herruzo
M. Spanring
...
Fei Tang
A. Gruca
Michael K Kopp
David P. Kreil
Sepp Hochreiter
48
19
0
31 Mar 2022
STRPM: A Spatiotemporal Residual Predictive Model for High-Resolution
  Video Prediction
STRPM: A Spatiotemporal Residual Predictive Model for High-Resolution Video Prediction
Zheng Chang
Xinfeng Zhang
Shanshe Wang
Siwei Ma
Wen Gao
29
50
0
30 Mar 2022
VPTR: Efficient Transformers for Video Prediction
VPTR: Efficient Transformers for Video Prediction
Xi Ye
Guillaume-Alexandre Bilodeau
ViT
32
18
0
29 Mar 2022
Reinforcement Learning with Action-Free Pre-Training from Videos
Reinforcement Learning with Action-Free Pre-Training from Videos
Younggyo Seo
Kimin Lee
Stephen James
Pieter Abbeel
SSL
OnRL
23
119
0
25 Mar 2022
VideoMAE: Masked Autoencoders are Data-Efficient Learners for
  Self-Supervised Video Pre-Training
VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training
Zhan Tong
Yibing Song
Jue Wang
Limin Wang
ViT
167
1,134
0
23 Mar 2022
Look for the Change: Learning Object States and State-Modifying Actions
  from Untrimmed Web Videos
Look for the Change: Learning Object States and State-Modifying Actions from Untrimmed Web Videos
Tomávs Souvcek
Jean-Baptiste Alayrac
Antoine Miech
Ivan Laptev
Josef Sivic
23
32
0
22 Mar 2022
End-to-End Video Text Spotting with Transformer
End-to-End Video Text Spotting with Transformer
Weijia Wu
Yuanqiang Cai
Chunhua Shen
Debing Zhang
Ying Fu
Hong Zhou
Ping Luo
ViT
61
24
0
20 Mar 2022
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with
  Hierarchical Recurrent Networks
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks
Angel Villar-Corrales
Ani J. Karapetyan
Andreas Boltres
Sven Behnke
27
11
0
17 Mar 2022
Parallel Training of GRU Networks with a Multi-Grid Solver for Long
  Sequences
Parallel Training of GRU Networks with a Multi-Grid Solver for Long Sequences
G. Moon
E. Cyr
25
5
0
07 Mar 2022
Generating Videos with Dynamics-aware Implicit Generative Adversarial
  Networks
Generating Videos with Dynamics-aware Implicit Generative Adversarial Networks
Sihyun Yu
Jihoon Tack
Sangwoo Mo
Hyunsu Kim
Junho Kim
Jung-Woo Ha
Jinwoo Shin
DiffM
VGen
42
199
0
21 Feb 2022
DeepSketch: A New Machine Learning-Based Reference Search Technique for
  Post-Deduplication Delta Compression
DeepSketch: A New Machine Learning-Based Reference Search Technique for Post-Deduplication Delta Compression
Jisung Park
Jeoggyun Kim
Yeseong Kim
Sungjin Lee
O. Mutlu
13
23
0
17 Feb 2022
Neural Marionette: Unsupervised Learning of Motion Skeleton and Latent
  Dynamics from Volumetric Video
Neural Marionette: Unsupervised Learning of Motion Skeleton and Latent Dynamics from Volumetric Video
Jinseok Bae
Hojun Jang
Cheol-Hui Min
H. Choi
Y. Kim
24
5
0
17 Feb 2022
Filtered-CoPhy: Unsupervised Learning of Counterfactual Physics in Pixel
  Space
Filtered-CoPhy: Unsupervised Learning of Counterfactual Physics in Pixel Space
Steeven Janny
Fabien Baradel
Natalia Neverova
M. Nadri
Greg Mori
Christian Wolf
CML
38
15
0
01 Feb 2022
Learning To Recognize Procedural Activities with Distant Supervision
Learning To Recognize Procedural Activities with Distant Supervision
Xudong Lin
Fabio Petroni
Gedas Bertasius
Marcus Rohrbach
Shih-Fu Chang
Lorenzo Torresani
35
83
0
26 Jan 2022
OmniPrint: A Configurable Printed Character Synthesizer
OmniPrint: A Configurable Printed Character Synthesizer
Haozhe Sun
Wei-Wei Tu
Isabelle M Guyon
SyDa
46
7
0
17 Jan 2022
SS-3DCapsNet: Self-supervised 3D Capsule Networks for Medical
  Segmentation on Less Labeled Data
SS-3DCapsNet: Self-supervised 3D Capsule Networks for Medical Segmentation on Less Labeled Data
Minh-Khoi Tran
Loi Ly
Binh-Son Hua
Ngan Le
3DPC
MedIm
30
17
0
15 Jan 2022
Boundary-aware Self-supervised Learning for Video Scene Segmentation
Boundary-aware Self-supervised Learning for Video Scene Segmentation
Jonghwan Mun
Minchul Shin
Gunsoo Han
Sangho Lee
S. Ha
Joonseok Lee
Eun-Sol Kim
SSL
59
20
0
14 Jan 2022
Investigating Pose Representations and Motion Contexts Modeling for 3D
  Motion Prediction
Investigating Pose Representations and Motion Contexts Modeling for 3D Motion Prediction
Zhenguang Liu
Shuang Wu
Shuyuan Jin
S. Ji
Qi Liu
Shijian Lu
Li Cheng
3DH
21
63
0
30 Dec 2021
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