Bag of visual words and fusion methods for action recognition: Comprehensive study and good practice

Xiaojiang Peng, Limin Wang, Xingxing Wang, Yu Qiao

Type: Article

Publication Date: 2016-03-23

Citations: 625

DOI: https://doi.org/10.1016/j.cviu.2016.03.013

View Publication

Download PDF

Locations

Computer Vision and Image Understanding - View
arXiv (Cornell University) - View - PDF

Similar Works

Action	Title	Year	Authors
+	Bag of Visual Words and Fusion Methods for Action Recognition: Comprehensive Study and Good Practice	2014	Xiaojiang Peng Limin Wang Xingxing Wang Yu Qiao
+	Hallucinating Bag-of-Words and Fisher Vector IDT terms for CNN-based Action Recognition.	2019	Lei Wang Piotr Koniusz Du Q. Huynh
+ PDF Chat	RNN Fisher Vectors for Action Recognition and Image Annotation	2016	Guy Lev Gil Sadeh Benjamin Klein Lior Wolf
+ PDF Chat	Online learnable keyframe extraction in videos and its application with semantic word vector in action recognition	2021	G M Mashrur E Elahi Yee‐Hong Yang
+	Hyper-Fisher Vectors for Action Recognition.	2015	Sanath Narayan Kalpathi Ramakrishnan
+ PDF Chat	A bag-of-words equivalent recurrent neural network for action recognition	2016	Alexander Richard Jüergen Gall
+ PDF Chat	Comparative Evaluation of Action Recognition Methods via Riemannian Manifolds, Fisher Vectors and GMMs: Ideal and Challenging Conditions	2016	Johanna Carvajal Arnold Wiliem Chris McCool Brian C. Lovell Conrad Sanderson
+ PDF Chat	SMART-vision: survey of modern action recognition techniques in vision	2024	Ali K. AlShami Ryan Rabinowitz Khang Nhứt Lâm Yousra Shleibik Melkamu Mersha Terrance E. Boult Jugal Kalita
+ PDF Chat	From CNNs to Transformers in Multimodal Human Action Recognition: A Survey	2024	Muhammad Bilal Shaikh Douglas Chai Syed Mohammed Shamsul Islam Naveed Akhtar
+ PDF Chat	Fusion-GCN: Multimodal Action Recognition Using Graph Convolutional Networks	2021	Michael Duhme Raphael Memmesheimer Dietrich Paulus
+ PDF Chat	Zero-shot action recognition in videos: A survey	2021	Valter Estevam Hélio Pedrini David Menotti
+	Literature Review of Action Recognition in the Wild	2019	Asket Kaur Navya Rao Tanya Joon
+	Literature Review of Action Recognition in the Wild	2019	Asket Kaur Navya Rao Tanya Joon
+ PDF Chat	Going deeper into action recognition: A survey	2017	Samitha Herath Mehrtash Harandi Fatih Porikli
+ PDF Chat	Spatio-Temporal Fusion Networks for Action Recognition	2019	Sangwoo Cho Hassan Foroosh
+ PDF Chat	The THUMOS challenge on action recognition for videos “in the wild”	2016	Haroon Idrees Amir Zamir Yu‐Gang Jiang Alex Gorban Ivan Laptev Rahul Sukthankar Mubarak Shah
+ PDF Chat	Mitigating Representation Bias in Action Recognition: Algorithms and Benchmarks	2023	Haodong Duan Yue Zhao Kai Chen Yuanjun Xiong Dahua Lin
+	A Bag-of-Words Equivalent Recurrent Neural Network for Action Recognition	2017	Alexander Richard Jüergen Gall
+	A Bag-of-Words Equivalent Recurrent Neural Network for Action Recognition	2017	Alexander Richard Jüergen Gall
+ PDF Chat	Temporal Distinct Representation Learning for Action Recognition	2020	Junwu Weng Donghao Luo Yabiao Wang Ying Tai Chengjie Wang Jilin Li Feiyue Huang Xudong Jiang Junsong Yuan

Works That Cite This (126)

Action	Title	Year	Authors
+	HAPSSA: Holistic Approach to PDF Malware Detection Using Signal and Statistical Analysis	2021	Tajuddin Manhar Mohammed Lakshmanan Nataraj Satish Chikkagoudar Shivkumar Chandrasekaran B.S. Manjunath
+ PDF Chat	Human Action Recognition Using Factorized Spatio-Temporal Convolutional Networks	2015	Lin Sun Kui Jia Dit‐Yan Yeung Bertram E. Shi
+ PDF Chat	Automatic classification of defective photovoltaic module cells in electroluminescence images	2019	Sergiu Deitsch Vincent Christlein Stephan Berger Claudia Buerhop‐Lutz Andreas Maier Florian Gallwitz Christian Rieß
+ PDF Chat	Two-Stream Collaborative Learning With Spatial-Temporal Attention for Video Classification	2018	Yuxin Peng Yunzhen Zhao Junchao Zhang
+ PDF Chat	The Best of BothWorlds: Combining Data-Independent and Data-Driven Approaches for Action Recognition	2016	Zhenzhong Lan Shoou-I Yu Dezhong Yao Ming Lin Bhiksha Raj Alexander G. Hauptmann
+ PDF Chat	A discriminative CNN video representation for event detection	2015	Zhongwen Xu Yi Yang Alexander G. Hauptmann
+ PDF Chat	MTBI Identification From Diffusion MR Images Using Bag of Adversarial Visual Features	2019	Shervin Minaee Yao Wang Alp Aygar Sohae Chung Xiuyuan Wang Yvonne W. Lui Els Fieremans Steven R. Flanagan Joseph F. Rath
+	Sketch-Specific Data Augmentation for Freehand Sketch Recognition	2019	Ying Zheng Hongxun Yao Xiaoshuai Sun Shengping Zhang Sicheng Zhao Fatih Porikli
+ PDF Chat	Two Stream LSTM: A Deep Fusion Framework for Human Action Recognition	2017	Harshala Gammulle Simon Denman Sridha Sridharan Clinton Fookes
+ PDF Chat	Second-order Temporal Pooling for Action Recognition	2018	Anoop Cherian Stephen Jay Gould

Works Cited by This (8)

Action	Title	Year	Authors
+ PDF Chat	P-CNN: Pose-Based CNN Features for Action Recognition	2015	Guilhem Chéron Ivan Laptev Cordelia Schmid
+ PDF Chat	Action recognition with trajectory-pooled deep-convolutional descriptors	2015	Limin Wang Yu Qiao Xiaoou Tang
+	From Sparse Solutions of Systems of Equations to Sparse Modeling of Signals and Images	2009	Alfred M. Bruckstein⋆ David L. Donoho Michael Elad
+	Beyond Spatial Pyramid Matching: Space-time Extended Descriptor for Action Recognition	2015	Zhenzhong Lan Alexander G. Hauptmann
+	UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild	2012	Khurram Soomro Amir Zamir Mubarak Shah
+	Structure from motion of rigid and jointed objects	1981	Jon A. Webb J.K. Aggarwal
+	Two-Stream Convolutional Networks for Action Recognition in Videos	2014	Karen Simonyan Andrew Zisserman
+ PDF Chat	Human Action Recognition Using Factorized Spatio-Temporal Convolutional Networks	2015	Lin Sun Kui Jia Dit‐Yan Yeung Bertram E. Shi