ADAPTIVE FLOW ORIENTATION-BASED FEATURE-EXTRACTION IN FINGERPRINT IMAGES

被引:316
作者
RATHA, NK [1 ]
CHEN, SY [1 ]
JAIN, AK [1 ]
机构
[1] MICHIGAN STATE UNIV,DEPT COMP SCI,E LANSING,MI 48824
关键词
FINGERPRINTS; FEATURE EXTRACTION; TEXTURE; FLOW ORIENTATION; MINUTIAE; SEGMENTATION; SKELETON;
D O I
10.1016/0031-3203(95)00039-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A reliable method for extracting structural features from fingerprint images is presented. Viewing fingerprint images as a textured image, an orientation flow field is computed. The rest of the stages in the algorithm use the flow field to design adaptive filters for the input image. To accurately locate ridges, a waveform projection-based ridge segmentation algorithm is used. The ridge skeleton image is obtained and smoothed using morphological operators to detect the features. A large number of spurious features from the detected set of minutiae is deleted by a postprocessing stage. The performance of the proposed algorithm has been evaluated by computing a ''goodness index'' (GI) which compares the results of automatic extraction with manually extracted ground truth. The significance of the observed GI values is determined by comparing the index for a set of fingerprints against the GI values obtained under a baseline distribution. The detected features are observed to be reliable and accurate.
引用
收藏
页码:1657 / 1672
页数:16
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