Research Article

Breast Mass Detection in Digital Mammogram Based on Gestalt Psychology

Table 3

Mass detection performance (number and percentage of patches/ROIs) of different stages in the proposed method.

DataUnitStage 1Stage 2Stage 3
Visual attentionDensificationShapeTexture

MIASTotal patches864100%68479.10%51859.95%21825.23%
Positive patches82100%7793.9%7591.46%7186.59%
Negative patches782100%60777.62%44356.67%14718.80%
Total ROIs256100%24896.88%18973.83%14355.86%
Positive ROIs50100%50100%4896%4692%
Negative ROIs206100%19896.12%14168.45%9747.09%

DDSMTotal patches2300100%139760.74%107446.70%67129.17%
Positive patches198100%18593.43%18090.91%16181.31%
Negative patches2102100%121257.66%89442.53%51024.26%
Total ROIs766100%69090.08%52868.93%41854.57%
Positive ROIs144100%14298.61%13795.14%13190.97%
Negative ROIs622100%54888.10%39162.86%28746.14%