Human Identification at a Distance

UMD's Evaluation Results on CMU Data



  The goal of our experiements is to determine the performance characteristics of gait recognition systems across varying speed of walking. For all experiments described below the training and gallery sets are identical. The list of gallery and probe image sets for each experiment can be accessed by clicking on the respective links.

A note on the results..... The results are presented in three formats i.e. the similarity files, the similarity matrix (that can be loaded into MATLAB) and the image representation of the similarity matrix.

EXPERIMENT 1:

How well does the gait recognition algorithm perform within each gait? 

Experiment 1.1:
 
  slowWalk fastWalk ball
vr03_7 Gallery Probe    
Results:   HMM Approach Similarity matrix (image) Similarity matrix (text) Similarity files CMS Curve

Experiment 1.2:
 
  slowWalk fastWalk ball
vr03_7   Gallery Probe  
Results: HMM Approach Similarity matrix (image) Similarity matrix (text) Similarity files CMS curve

Experiment 1.3:
 
  slowWalk fastWalk ball
vr03_7     Gallery Probe
Results: HMM Approach Similarity matrix (image) Similarity matrix (text) Similarity files

 

EXPERIMENT 2:

How well does the gait recognition algorithm perform within each view? 

Experiment 2.1:
 
  slowWalk fastWalk
vr03_7 Gallery Probe  
Results: HMM Approach Similarity matrix (image) Similarity matrix (matrix) Similarity files

Experiment 2.2:
 
  slowWalk fastWalk
vr07_7 Gallery Probe  
Results: HMM Approach Similarity matrix (image) Similarity matrix (text) Similarity files

EXPERIMENT 3:

How well does the gait recognition algorithm generalize across different types of gaits for the same view?

Experiment 3.1:
 
  slowWalk fastWalk
vr03_7 Gallery Probe
Results: HMM Approach Similarity matrix (image) Similarity matrix (matrix) Similarity files CMS curve

Experiment 3.2:
 
  slowWalk fastWalk
vr07_7 Gallery Probe
Results: HMM Approach Similarity matrix (image) Similarity matrix (text) Similarity files

 

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Site First Created: 9/15/01 | Last Modified: 9/20/2001