Evaluation of interest point detectors

被引：1199

作者：

Schmid, C ^{[1
]}

Mohr, R ^{[1
]}

Bauckhage, C ^{[1
]}

机构：

[1] INRIA Rhone Alpes, F-38330 Montbonnot St Martin, France

来源：

INTERNATIONAL JOURNAL OF COMPUTER VISION | 2000年 / 37卷 / 02期

关键词：

interest points; quantitative evaluation; comparison of detectors; repeatability; information content;

D O I：

10.1023/A:1008199403446

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Many different low-level feature detectors exist and it is widely agreed that the evaluation of detectors is important. In this paper we introduce two evaluation criteria for interest points: repeatability rate and information content. Repeatability rate evaluates the geometric stability under different transformations. Information content measures the distinctiveness of features. Different interest point detectors are compared using these two criteria. We determine which detector gives the best results and show that it satisfies the criteria well.

引用

页码：151 / 172

页数：22

共 49 条

[1]

[Anonymous], 1993, RECURSIVELY IMPLEMEN

[2]

[Anonymous], 1990, Proceedings of the 1st European Conference on Computer Vision

[3] THE CURVATURE PRIMAL SKETCH [J].

ASADA, H ;

BRADY, M .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1986, 8 (01) :2-14

[4]

Baker S., 1999, Proceedings. 1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No PR00149), P373, DOI 10.1109/CVPR.1999.784663

[5] Hypocaloric oral therapy during an episode of diarrhea and vomiting can lead to severe malnutrition [J].

Baker, SS ;

Davis, AM .

JOURNAL OF PEDIATRIC GASTROENTEROLOGY AND NUTRITION, 1998, 27 (01) :1-5

[6]

Beaudet P. R., 1978, Proceedings of the 4th International Joint Conference on Pattern Recognition, P579

[7] Edge detector evaluation using empirical ROC curves [J].

Bowyer, K ;

Kranenburg, C ;

Dougherty, S .

COMPUTER VISION AND IMAGE UNDERSTANDING, 2001, 84 (01) :77-103

[8]

BRAND P, 1994, P SOC PHOTO-OPT INS, V2350, P218, DOI 10.1117/12.189134

[9]

CANNY JF, 1986, PAMI, V8, P6, DOI DOI 10.1109/TPAMI.1986.4767851

[10]

Coelho C., 1991, P DARPA ESPRIT WORKS, P273

← 1 2 3 4 5 →