Recognizing Walking People

Author:

Carlsson Stefan1

Affiliation:

1. Numerical Analysis and Computing Science, Royal Institute of Technology (KTH), S-100 44 Stockholm, Sweden

Abstract

We present a method for the recognition of walking people in monocular image sequences based on the extraction of coordinates of specific point locations on the body. The method works by a comparison of sequences of recorded coordinates with a library of sequences from different individuals. The comparison is based on the evaluation of view invariant and calibration independent view consistency constraints. These constraints are functions of corresponding image coordinates in two views and are satisfied whenever the two views are projected from the same three-dimensional (3D) object. By evaluating the view consistency constraints for each pair of frames in a sequence of a walking person and a stored sequence, we obtain a matrix of consistency values that ideally are zero whenever the pair of images depict the same 3D posture. The method is virtually parameter free and computes a consistency residual between a pair of sequences that can be used as a distance for clustering and classification. Using interactively extracted data we present experimental results that are superior to those of previously published algorithms both in terms of performance and generality.

Publisher

SAGE Publications

Subject

Applied Mathematics,Artificial Intelligence,Electrical and Electronic Engineering,Mechanical Engineering,Modeling and Simulation,Software

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Exploring Sparseness and Self-Similarity for Action Recognition;IEEE Transactions on Image Processing;2015-08

2. Using SAX representation for human action recognition;Journal of Visual Communication and Image Representation;2012-08

3. View-Independent Action Recognition from Temporal Self-Similarities;IEEE Transactions on Pattern Analysis and Machine Intelligence;2011-01

4. Histograms of optical flow for efficient representation of body motion;Pattern Recognition Letters;2010-08

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