Shuai Zheng TNT group meeting 1/12/2011.  Paper Tracking  Robust view transformation model for gait recognition.

Slides:

Advertisements

Similar presentations

Practical Camera Auto-Calibration Based on Object Appearance and Motion for Traffic Scene Visual Surveillance Zhaoxiang Zhang, Min Li, Kaiqi Huang and.

Advertisements

QR Code Recognition Based On Image Processing

Object Recognition with Features Inspired by Visual Cortex T. Serre, L. Wolf, T. Poggio Presented by Andrew C. Gallagher Jan. 25, 2007.

Robust Part-Based Hand Gesture Recognition Using Kinect Sensor

Proposed concepts illustrated well on sets of face images extracted from video: Face texture and surface are smooth, constraining them to a manifold Recognition.

Face Alignment with Part-Based Modeling

Amir Hosein Omidvarnia Spring 2007 Principles of 3D Face Recognition.

Transferable Dictionary Pair based Cross-view Action Recognition Lin Hong.

電機四 B 李舜仁. Outline Introduction Motivation Algorithms Future work F ace H allucination-Outline 1 1.

Robust Object Tracking via Sparsity-based Collaborative Model

Multiple View Based 3D Object Classification Using Ensemble Learning of Local Subspaces ( ThBT4.3 ) Jianing Wu, Kazuhiro Fukui

São Paulo Advanced School of Computing (SP-ASC’10). São Paulo, Brazil, July 12-17, 2010 Looking at People Using Partial Least Squares William Robson Schwartz.

Bayesian Robust Principal Component Analysis Presenter: Raghu Ranganathan ECE / CMR Tennessee Technological University January 21, 2011 Reading Group (Xinghao.

MESA LAB Depth ordering Guimei Zhang MESA LAB MESA (Mechatronics, Embedded Systems and Automation) LAB School of Engineering, University of California,

Modeling Pixel Process with Scale Invariant Local Patterns for Background Subtraction in Complex Scenes (CVPR’10) Shengcai Liao, Guoying Zhao, Vili Kellokumpu,

DIMENSIONALITY REDUCTION BY RANDOM PROJECTION AND LATENT SEMANTIC INDEXING Jessica Lin and Dimitrios Gunopulos Ângelo Cardoso IST/UTL December

UPM, Faculty of Computer Science & IT, A robust automated attendance system using face recognition techniques PhD proposal; May 2009 Gawed Nagi.

Real-time Combined 2D+3D Active Appearance Models Jing Xiao, Simon Baker,Iain Matthew, and Takeo Kanade CVPR 2004 Presented by Pat Chan 23/11/2004.

Comparison and Combination of Ear and Face Images in Appearance-Based Biometrics IEEE Trans on PAMI, VOL. 25, NO.9, 2003 Kyong Chang, Kevin W. Bowyer,

Agenda The Subspace Clustering Problem Computer Vision Applications

Ashish Uthama EOS 513 Term Paper Presentation Ashish Uthama Biomedical Signal and Image Computing Lab Department of Electrical.

Biomedical Image Analysis and Machine Learning BMI 731 Winter 2005 Kun Huang Department of Biomedical Informatics Ohio State University.

REALTIME OBJECT-OF-INTEREST TRACKING BY LEARNING COMPOSITE PATCH-BASED TEMPLATES Yuanlu Xu, Hongfei Zhou, Qing Wang*, Liang Lin Sun Yat-sen University,

Facial Recognition CSE 391 Kris Lord.

CS 485/685 Computer Vision Face Recognition Using Principal Components Analysis (PCA) M. Turk, A. Pentland, "Eigenfaces for Recognition", Journal of Cognitive.

Computer vision.

Presented By Wanchen Lu 2/25/2013

Multimodal Interaction Dr. Mike Spann

Outlier Detection Using k-Nearest Neighbour Graph Ville Hautamäki, Ismo Kärkkäinen and Pasi Fränti Department of Computer Science University of Joensuu,

Mining Discriminative Components With Low-Rank and Sparsity Constraints for Face Recognition Qiang Zhang, Baoxin Li Computer Science and Engineering Arizona.

1 Mean shift and feature selection ECE 738 course project Zhaozheng Yin Spring 2005 Note: Figures and ideas are copyrighted by original authors.

Multi-task Low-rank Affinity Pursuit for Image Segmentation Bin Cheng, Guangcan Liu, Jingdong Wang, Zhongyang Huang, Shuicheng Yan (ICCV’ 2011) Presented.

LOGO On Person Authentication by Fusing Visual and Thermal Face Biometrics Presented by: Rubie F. Vi ñ as, 方如玉 Adviser: Dr. Shih-Chung Chen, 陳世中.

Local Non-Negative Matrix Factorization as a Visual Representation Tao Feng, Stan Z. Li, Heung-Yeung Shum, HongJiang Zhang 2002 IEEE Presenter : 張庭豪.

Video Based Palmprint Recognition Chhaya Methani and Anoop M. Namboodiri Center for Visual Information Technology International Institute of Information.

Group Sparse Coding Samy Bengio, Fernando Pereira, Yoram Singer, Dennis Strelow Google Mountain View, CA (NIPS2009) Presented by Miao Liu July

1 ROBUST VISUAL TRACKING A Brief Summary Gagan Mirchandani School of Engineering, University of Vermont 1 1 And Ben Schilling, Clark Vandam, Kevin Haupt.

Automatic Identification of Bug-Introducing Changes. Presenter: Haroon Malik.

A Face processing system Based on Committee Machine: The Approach and Experimental Results Presented by: Harvest Jang 29 Jan 2003.

Introduction to Video Background Subtraction 1. Motivation In video action analysis, there are many popular applications like surveillance for security,

Geodesic Flow Kernel for Unsupervised Domain Adaptation Boqing Gong University of Southern California Joint work with Yuan Shi, Fei Sha, and Kristen Grauman.

Visual Categorization With Bags of Keypoints Original Authors: G. Csurka, C.R. Dance, L. Fan, J. Willamowski, C. Bray ECCV Workshop on Statistical Learning.

模式识别国家重点实验室中国科学院自动化研究所 National Laboratory of Pattern Recognition Institute of Automation, Chinese Academy of Sciences Context Enhancement of Nighttime.

P RW GEI: Poisson Random Walk based Gait Recognition Intelligent Systems Research Centre School of Computing and Intelligent Systems,

模式识别国家重点实验室中国科学院自动化研究所 National Laboratory of Pattern Recognition Institute of Automation, Chinese Academy of Sciences Matching Tracking Sequences Across.

A NOVEL METHOD FOR COLOR FACE RECOGNITION USING KNN CLASSIFIER

Supervisor: Nakhmani Arie Semester: Winter 2007 Target Recognition Harmatz Isca.

Face Detection Using Skin Color and Gabor Wavelet Representation Information and Communication Theory Group Faculty of Information Technology and System.

Robust Nighttime Vehicle Detection by Tracking and Grouping Headlights Qi Zou, Haibin Ling, Siwei Luo, Yaping Huang, and Mei Tian.

Adaptive Multi-view Clustering via Cross Trace Lasso

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Recognizing Partially Occluded, Expression Variant Faces.

On the relevance of facial expressions for biometric recognition Marcos Faundez-Zanuy, Joan Fabregas Escola Universitària Politècnica de Mataró (Barcelona.

Multi-View Discriminant Analysis 多视判别分析

Face recognition using Histograms of Oriented Gradients

Robust and Fast Collaborative Tracking with Two Stage Sparse Optimization Authors: Baiyang Liu, Lin Yang, Junzhou Huang, Peter Meer, Leiguang Gong and.

Guillaume-Alexandre Bilodeau

Gait Recognition Gökhan ŞENGÜL.

Bag-of-Visual-Words Based Feature Extraction

Temporal Order-Preserving Dynamic Quantization for Human Action Recognition from Multimodal Sensor Streams Jun Ye Kai Li Guo-Jun Qi Kien.

ROBUST FACE NAME GRAPH MATCHING FOR MOVIE CHARACTER IDENTIFICATION

Gait Analysis for Human Identification (GAHI)

Face recognition using improved local texture pattern

Unsupervised Face Alignment by Robust Nonrigid Mapping

Outline Peter N. Belhumeur, Joao P. Hespanha, and David J. Kriegman, “Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection,”

Face Recognition and Detection Using Eigenfaces

Improved Signal detection in Direct Imaging of Exoplanets

Parallelization of Sparse Coding & Dictionary Learning

Outline Background Motivation Proposed Model Experimental Results

Paper Reading Dalong Du April.08, 2011.

A maximum likelihood estimation and training on the fly approach

Presentation transcript:

Shuai Zheng TNT group meeting 1/12/2011

 Paper Tracking  Robust view transformation model for gait recognition

 Context-aware fusion: A case study on fusion of gait and face for human identification in video, 2010, Pattern Recognition. Comments: This paper introduce how to combine multi biometrics in context-aware way. Great summary for the existing work. New trends in long distance biometrics.

 Effective Unconstrained Face Recognition by Combining Multiple Descriptors and Learned Background Statistics.2010, PAMI. Comments: How to write a experimental paper? That’s a model.

 Cost-sensitive Face Recognition, Zhi-Hua Zhou, PAMI, Comments: Good motivation: False identification, false rejection, false acceptance are three different criteria, how to consider the whole cases together? To reduce the expectation of whole cost? Multiclass cost-sensitive KLR seems the point of the paper.

Shuai Zheng, Junge Zhang, Kaiqi Huang, Tieniu Tan, Ran He.

 Motivation  Motivation  Motivation from related work  Introduction  Experimental results  Conclusions and Future work

 Robust gait representation should be robust to appearance variation caused by the change in viewing angle, carrying or wearing condition.

 Shared gait representation subspace should be assumed as low-rank. Handmade Low-Rank Truncated Singular Decomposition (TSVD) seems achieved better than original SVD in recent papers on multi-view gait recognition. Robust low-rank method achieved exciting performance in background modeling, face recognition. Related Work

 We present a Robust View Transformation model and Partial Least Square feature selection algorithm for multi-view gait recognition.

Optimized GEI = GEI from different views Low-rank appx A+ Sparse error E

GEI

See? What a impressive results of robust View Transformation model for gait representation! A Bag? Remov e it as noise. A overcoat? Remove it as noise.

 The proposed method achieves significant performance on the multi-view gait recognition dataset with additional variations caused by wearing or carrying condition change.

sequel  How about the improved low-rank method for other challenge gait recognition dataset?  How about that for visual surveillance system?  Can we achieve super gait recognition? Achieved 99% recognition rates at any viewing angle? How about combine the method with rectified method?

No question? no reward!~