开放集识别研究综述

高菲, 杨柳, 李晖

A survey on open set recognition

Fei Gao, Liu Yang, Hui Li

表2 基于非深度特征的开放集识别算法结果

Table 2 Results of OSR based the non?depth feature

Method LETTER(O*=0%) LETTER (O*=25.46%) YALEB (O*=0%) YALEB (O*=23.30%) EVT (y/n) 1?vs?set[10] 81.51±3.94 42.08±2.63 87.99±2.42 49.36±1.96 n W?SVM[34] 95.64±0.25 85.72±0.85 86.01±2.42 84.56±2.19 y PI?SVM[27] 96.92±0.36 84.16±1.01 93.47±2.74 88.96±1.16 y SROSR[14] 84.21±2.49 66.50±8.22 88.09±3.41 83.99±4.19 y OSNN[66] 83.12±17.41 64.97±13.75 81.81±8.40 72.90±9.41 y EVM[79] 96.59±0.50 82.81±2.42 68.94±6.47 54.40±5.77 y CD?OSR[36] 96.94±1.36 86.21±1.46 89.75±1.15 88.00±2.19 n