A New Benchmark for Shape Correspondence Evaluation 1st Edition by Brent C Munsell, Pahal Dalal, Song Wang ISBN 9783540757573

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ISBN 10: 
ISBN 13: 9783540757573
Author: Brent C Munsell, Pahal Dalal, Song Wang

This paper introduces a new benchmark study of evaluating landmark-based shape correspondence used for statistical shape analysis. Different from previous shape-correspondence evaluation methods, the proposed benchmark first generates a large set of synthetic shape instances by randomly sampling a specified ground-truth statistical shape model. We then run the test shape-correspondence algorithms on these synthetic shape instances to construct a new statistical shape model. We finally introduce a new measure to describe the difference between this newly constructed statistical shape model and the ground truth. This new measure is then used to evaluate the performance of the test shape-correspondence algorithm. By introducing the ground-truth statistical shape model, we believe the proposed benchmark allows for a more objective evaluation of the shape correspondence than those that do not specify any ground truth.

A New Benchmark for Shape Correspondence Evaluation 1st Table of contents:

Algorithms
Benchmarking
Computer Simulation
Data Interpretation, Statistical
Humans
Image Enhancement / methods*
Image Enhancement / standards
Image Interpretation, Computer-Assisted / methods*
Image Interpretation, Computer-Assisted / standards
Models, Biological*
Models, Statistical
Reproducibility of Results
Sensitivity and Specificity

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