目标检测器中的误差诊断

误差来源:

[1] localization error (定位误差)

[2] confusion with similar objects (相似目标混淆)

[3] confusion with dissimilar objects (非相似目标混淆)

[4] confusion with background (背景混淆)

[5] object size  (目标尺寸)

[6] aspect ratio (纵横比)

[7] occlusion (纵横比)

[8] truncation (截断)

[9] visibility of parts (局部能见度)

[10] viewpoint (视点)

1、2、3、4影响recall值;5、6、7、8、9、10影响precision值。

1、2、5是主要影响因素。

误差分析的方法:

[1] per-category analysis of characteristics(每个种类的特性分析)

[2] summary of sensitivity and impact of object characteristics(目标特性的敏感度和影响分析)

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