Junsong Yuan

Publications
Influence

Mining actionlet ensemble for action recognition with depth cameras

J. Wang, Zicheng Liu, Y. Wu, Junsong Yuan
Computer Science
IEEE Conference on Computer Vision and Pattern…
16 June 2012

In this paper, an actionlet ensemble model is learnt to represent each action and to capture the intra-class variance in the actions. Expand

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Sparse reconstruction cost for abnormal event detection

Yang Cong, Junsong Yuan, J. Liu
Computer Science
CVPR
20 June 2011

We propose to detect abnormal events via a sparse reconstruction over the normal bases. Expand

Learning Actionlet Ensemble for 3D Human Action Recognition

Jiang Wang, Zicheng Liu, Ying Wu, Junsong Yuan
Computer Science, Medicine
IEEE Transactions on Pattern Analysis and Machine…
1 May 2014

We propose to characterize the human actions with a novel actionlet ensemble model, which represents the interaction of a subset of human joints. Expand

Robust Part-Based Hand Gesture Recognition Using Kinect Sensor

Zhou Ren, Junsong Yuan, Jingjing Meng, Z. Zhang
Computer Science
IEEE Transactions on Multimedia
1 August 2013

We propose a novel distance metric, Finger-Earth Mover's Distance (FEMD), to measure the dissimilarity between hand shapes. Expand

Robust hand gesture recognition based on finger-earth mover's distance with a commodity depth camera

Zhou Ren, Junsong Yuan, Z. Zhang
Computer Science
ACM Multimedia
28 November 2011

We propose a novel distance metric for hand dissimilarity measure, called Finger-Earth Mover's Distance (FEMD). Expand

Fast action proposals for human action detection and search

Gang Yu, Junsong Yuan
Mathematics, Computer Science
IEEE Conference on Computer Vision and Pattern…
7 June 2015

In this paper we target at generating generic action proposals in unconstrained videos. Expand

Abnormal event detection in crowded scenes using sparse representation

Yang Cong, Junsong Yuan, J. Liu
Computer Science
Pattern Recognit.
1 July 2013

We propose the sparse reconstruction cost (SRC) over the normal dictionary to measure the normalness of the testing sample. Expand

Towards Scalable Summarization of Consumer Videos Via Sparse Dictionary Selection

Yang Cong, Junsong Yuan, Jiebo Luo
Computer Science
IEEE Transactions on Multimedia
1 February 2012

The rapid growth of consumer videos requires an effective and efficient content summarization method to provide a user-friendly way to manage and browse the huge amount of video data. Expand

3D Convolutional Neural Networks for Efficient and Robust Hand Pose Estimation from Single Depth Images

Liuhao Ge, H. Liang, Junsong Yuan, D. Thalmann
Computer Science
IEEE Conference on Computer Vision and Pattern…
21 July 2017

We propose a simple, yet effective approach for real-time hand pose estimation from single depth images using three-dimensional Convolutional Neural Networks (CNNs). Expand

Robust 3D Hand Pose Estimation in Single Depth Images: From Single-View CNN to Multi-View CNNs

Liuhao Ge, H. Liang, Junsong Yuan, D. Thalmann
Computer Science
IEEE Conference on Computer Vision and Pattern…
23 June 2016

We propose a novel 3D regression method using multi-view CNNs that can better exploit depth cues to recover fully 3D information of hand joints without model fitting. Expand

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