ON THE QUANTITATIVE PERFORMANCE EVALUATION OF IMAGE ANALYSIS ALGORITHMS

被引：8

作者：

Koltsov, P. P. ^{[1
]}

Osipov, A. S. ^{[1
,2
]}

Kutsaev, A. S. ^{[1
,2
]}

Kravchenko, A. A. ^{[1
,2
]}

Kotovich, N. V. ^{[1
,2
]}

Zakharov, A. V. ^{[1
,2
]}

机构：

[1] Russian Acad Sci, Sci Res Inst Syst Anal, Moscow, Russia

[2] Russian Acad Sci, Inst Syst Studies, Moscow, Russia

来源：

COMPUTER OPTICS | 2015年 / 39卷 / 04期

关键词：

comparative study; image analysis; edge detectors; image segmentation; performance measures; ground truth image; fuzzy sets;

D O I：

10.18287/0134-2452-2015-39-4-542-556

中图分类号：

O43 [光学];

学科分类号：

070207 ; 0803 ;

摘要：

The paper contains a brief review of main approaches to the comparative performance evaluation of image analysis algorithms. Some empirical methods used for the comparative evaluation of edge detectors and image segmentation algorithms are considered and quantitative criteria employed in these methods are studied. Problems associated with the use of these criteria are described. Finally, using the edge detector evaluation as an example, we propose an empirical method, called EDEM, which is implemented using our proprietary software system PICASSO.

引用

页码：542 / 556

页数：15

共 50 条

[1] Quantitative and Qualitative Evaluation of Performance and Robustness of Image Stitching Algorithms
Dissanayake, Vipula
Herath, Sachini
Rasnayaka, Sanka
Seneviratne, Sachith
Vidanaarachchi, Rajith
Gamage, Chandana
[J]. 2015 INTERNATIONAL CONFERENCE ON DIGITAL IMAGE COMPUTING: TECHNIQUES AND APPLICATIONS (DICTA), 2015, : 609 - 614
[2] Quantitative evaluation of medical image fusion algorithms
Uhlemann, F
Sobottka, S
Steinmeier, R
[J]. CARS 2002: COMPUTER ASSISTED RADIOLOGY AND SURGERY, PROCEEDINGS, 2002, : 1020 - 1020
[3] Performance evaluation of document image algorithms
Haralick, RM
[J]. GRAPHICS RECOGNITION, RECENT ADVANCES, 2001, 1941 : 315 - 323
[4] Analysis and Performance Evaluation of Parameterization Algorithms in Remote Sensing Image Processing
Chikohora, Edmore
Esiefarienrhe, Bokuhwo M.
Chikohora, Teressa T.
[J]. 2018 OPEN INNOVATIONS CONFERENCE (OI), 2018, : 165 - 169
[5] A METHODOLOGY FOR QUANTITATIVE PERFORMANCE EVALUATION OF DETECTION ALGORITHMS
KANUNGO, T
JAISIMHA, MY
PALMER, J
HARALICK, RM
[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (12) : 1667 - 1674
[6] Performance evaluation of medical image processing algorithms
Gee, JC
[J]. MEDICAL IMAGING 2000: IMAGE PROCESSING, PTS 1 AND 2, 2000, 3979 : 19 - 27
[7] Performance evaluation of image processing algorithms in CADe
Wirth, MA
[J]. TECHNOLOGY IN CANCER RESEARCH & TREATMENT, 2005, 4 (02) : 159 - 172
[8] Performance evaluation of image processing algorithms on the GPU
Castano-Diez, Daniel
Moser, Dominik
Schoenegger, Andreas
Pruggnaller, Sabine
Frangakis, Achilleas S.
[J]. JOURNAL OF STRUCTURAL BIOLOGY, 2008, 164 (01) : 153 - 160
[9] Performance Evaluation Techniques for Image Scaling Algorithms
Amanatiadis, Angelos
Andreadis, Ioannis
[J]. 2008 IEEE INTERNATIONAL WORKSHOP ON IMAGING SYSTEMS AND TECHNIQUES, 2008, : 114 - 118
[10] Performance evaluation of image segmentation algorithms on microscopic image data
Benes, Miroslav
Zitova, Barbara
[J]. JOURNAL OF MICROSCOPY, 2015, 257 (01) : 65 - 85

← 1 2 3 4 5 →