基于特征过滤与特征解耦的域泛化模型

刘坤,王丁,王静凯,陈海永,刘卫朋

Feature filtering and feature decoupling based domain generalization model

Kun LIU,Ding WANG,Jingkai WANG,Haiyong CHEN,Weipeng LIU

表 2 Faster-RCNN上不同场景及不同检测模型下的统计性能结果

Tab.2 Statistical performance results for different scenarios and different detectors on Faster-RCNN %

方法 SEL_1$\Rightarrow $SEL_2 SEL_1$\Rightarrow $SEL_3 AP mAP AP mAP 开焊 漏焊 碎片 隐裂 开焊 漏焊 碎片 隐裂 Faster-RCNN[25] 84.92 86.23 61.37 12.25 61.19 49.95 82.75 74.94 18.72 55.59 IN[13] 86.03 86.35 64.19 15.12 62.92 85.19 85.49 63.96 16.42 62.77 SNR[16] 89.73 86.18 65.85 18.03 64.95 93.32 81.03 63.72 15.16 63.31 CNSN[17] 79.66 85.46 63.61 18.63 61.84 78.90 81.22 62.78 19.28 60.55 FF-FDDG 89.93 87.54 69.56 18.22 66.31 91.88 80.53 69.11 20.15 65.42 方法 SEL_2$\Rightarrow $SEL_1 SEL_2$\Rightarrow $SEL_3 AP mAP AP mAP 开焊 漏焊 碎片 隐裂 开焊 漏焊 碎片 隐裂 Faster-RCNN[25] 87.97 76.44 63.13 15.12 60.67 86.63 76.75 64.92 12.12 60.11 IN[13] 87.52 82.04 59.78 15.46 61.20 91.52 79.12 67.51 16.59 63.69 SNR[16] 90.10 84.04 61.56 14.39 62.52 91.19 72.64 66.42 13.59 60.96 CNSN[17] 82.75 83.16 43.36 10.38 54.91 83.65 77.16 58.50 9.72 57.26 FF-FDDG 91.52 86.39 60.25 23.14 65.33 92.12 90.96 68.28 17.47 67.21 方法 SEL_3$\Rightarrow $SEL_2 SEL_3$\Rightarrow $SEL_1 AP mAP AP mAP 开焊 漏焊 碎片 隐裂 开焊 漏焊 碎片 隐裂 Faster-RCNN[25] 90.39 89.79 63.86 19.08 65.78 90.97 87.39 56.83 14.02 62.30 IN[13] 91.41 87.92 69.78 18.49 66.90 83.42 89.13 57.52 14.42 61.12 SNR[16] 90.55 89.24 46.63 15.72 60.54 89.00 83.97 49.95 11.41 58.58 CNSN[17] 51.03 72.51 58.05 13.25 48.71 76.80 71.51 50.16 10.83 52.32 FF-FDDG 92.79 90.55 68.45 20.91 68.18 88.51 81.32 62.55 25.79 64.54