Performance characterization in computer vision / edited by Reinhard Klette ... [and others].

Format:

Book

Contributor:

Klette, Reinhard.

Alumni and Friends Memorial Book Fund.

Series:

Computational imaging and vision ; v. 17.

Computational imaging and vision ; v. 17

Language:

English

Subjects (All):

Computer vision.

Image processing--Data processing.

Image processing.

Computer algorithms.

Physical Description:

xvi, 315 pages : illustrations ; 25 cm.

Place of Publication:

Dordrecht ; Boston : Kluwer Academic Publishers, [2000]

Contents:

Experiences with Empirical Evaluation of Computer Vision Algorithms / K.W. Bowyer 3

Evaluation and Validation of Computer Vision Algorithms / P. Courtney 17

Databases for Performance Characterization / A.F. Clark, P. Courtney 29

Quality in Computer Vision / R. Marik 41

II Methodical Aspects 53

The Role of Theory in the Evaluation of Image Motion Algorithms / S.S. Beauchemin, R. Bajcsy 55

Motion Extraction / L. Florack 69

Principles of Constructing a Performance Evaluation Protocol for Graphics Recognition Algorithms / L. Wenyin, D. Dori 81

Dissimilarity Measures Between Gray-Scale Images as a Tool for Performance Assessment / P. Zamperoni 91

III Statistical Aspects 93

Propagating Covariance in Computer Vision / R.M. Haralick 95

Input Guided Performance Evaluation / P. Meer, B. Matei, K. Cho 115

Uncertainty Propagation in Shape Reconstruction and Moving Object Detection From Optical Flow / N. Ohta 125

IV Comparative Studies 137

Performance Characteristics of Low-level Motion Estimators in Spatiotemporal Images / B. Jahne, H. Haussecker 139

Evaluation of Numerical Solution Schemes for Differential Equations / R. Kozera, R. Klette 153

Experimental Comparative Evaluation of Feature Point Tracking Algorithms / J. Verestoy, D. Chetverikov 167

V Selected Methods and Algorithms 179

Evaluation of an Optical Flow Method for Measuring 2D and 3D Corn Seedling Growth / J.L. Barron, A. Liptay 181

Unsupervised Learning for Robust Texture Segmentation / J.M. Buhmann, J. Puzicha 195

Confidence of Ground Control for Validating Stereo Terrain Reconstruction / G. Gimel'farb 211

Performance Analysis of Shape Recovery by Random Sampling and Voting / A. Imiya, K. Kawamoto 227

Multigrid Convergence Based Evaluation of Surface Approximations / R. Klette, F. Wu, S.Z. Zhou 241

Sensitivity Analysis of Projective Geometry 3D Reconstruction / M. Petrou, N. Georgis, J. Kittler 255

A Systematic Approach to Error Sources for the Evaluation and Validation of a Binocular Vision System for Robot Control / D. Richter 265

VI Domain-specific Evaluation: Medical Imaging 273

Error Metrics for Quantitative Evaluation of Medical Image Segmentation / W.J. Niessen, C.J. Bouma, K.L. Vincken, M.A. Viergever 275

Performance Characterization of Landmark Operators / K. Rohr, H.S. Stiehl, S. Frantz, T. Hartkens 285

Model-based Evaluation of Image Segmentation Methods / K.L. Vincken, A.S.E. Koster, C.N. de Graaf, M.A. Viergever 299.

Notes:

Includes bibliographical references and index.

Local Notes:

Acquired for the Penn Libraries with assistance from the Alumni and Friends Memorial Book Fund.

ISBN:

0792363744

OCLC:

43945421