OBJECTIVE AND QUANTITATIVE SEGMENTATION EVALUATION AND COMPARISON

被引:58
作者
ZHANG, YJ
GERBRANDS, JJ
机构
[1] Image Processing Section, Department of Electronic Engineering, Tsinghua University, Beijing
[2] Information Theory Group, Department of Electrical Engineering, Delft University of Technology
关键词
SEGMENTATION EVALUATION; QUANTITATIVE ASSESSMENT; PERFORMANCE COMPARISON; IMAGE SYNTHESIS; QUALITY CRITERIA; OBJECT FEATURE MEASUREMENT;
D O I
10.1016/0165-1684(94)90122-8
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A general framework for segmentation evaluation is introduced after a brief review of previous work. The accuracy of object feature measurement is proposed as a criterion for judging the quality of segmentation results and assessing the performance of applied algorithms. This goal-oriented approach has been shown useful for an objective and quantitative study of segmentation techniques.
引用
收藏
页码:43 / 54
页数:12
相关论文
共 21 条
[1]  
Abdou, Pratt, Quantitative design and evaluation of enhancement/thresholding edge detectors, Proc. IEEE, 67, pp. 753-763, (1979)
[2]  
Bradbury, Quantitative image analysis, Analytical and Quantitative Methods in Microscopy, pp. 91-116, (1977)
[3]  
Fu, Mui, A survey on image segmentation, Pattern Recognition, 13, pp. 3-16, (1981)
[4]  
Haralick, Shapiro, Image segmentation techniques, Comput. Vision, Graphics and Image Processing, 29, pp. 100-132, (1985)
[5]  
Harms, Aus, Computer color vision: Automated segmentation of biological tissue sections, Pattern Recognition in Practice II, pp. 323-330, (1986)
[6]  
Kitchen, Rosenfeld, Edge evaluation using local Edge Coherence, IEEE Trans. Systems. Man and Cybernetics, 11 SMC, 9, pp. 597-605, (1981)
[7]  
Lee, Et al., A comparative performance study of several global thresholding techniques for segmentation, Comput. Vision, Graphics Image Processing, 52, pp. 171-190, (1990)
[8]  
Levine, Nazif, Dynamic measurement of computer generated image segmentations, IEEE Trans. Pattern Anal. Mach. Intell., 7 PAMI, 2, pp. 155-164, (1985)
[9]  
Liedtke, Et al., Segmentation of microscopic cell scences, Analytical and Quantitative Cytology and Histology, 9, 3, pp. 197-211, (1987)
[10]  
MacAulay, Palcic, A comparison of some quick and simple threshold selection methods for stained cells, Analytical and Quantitative Cytology and Histology, 10, 2, pp. 134-138, (1988)