数据集 | 作者 | 方法 | Acc | MF1 | GM |
IP102 | Wu [5] | ResNet-50 | 49.4 | 40.1 | 31.5 |
Ren [12] | FR-ResNet | 55.2 | 54.1 | - | |
Liu [6] | DMF-ResNet | 59.1 | 58.1 | - | |
Nanni [7] | Saliency method + CNNs + EM | 61.4 | - | - | |
Peng [13] | CNNS + transformer | 74.89 | - | - | |
本文算法 | WraNet | 57.07 | 51.45 | 47.71 | |
本文算法 | WraNet-m | 72.44 | 65.66 | 61.28 | |
D0 | Xie [14] | MLLF + MKB | 89.3 | - | - |
Peng [12] | CNNS + transformer | 99.47 | - | - | |
Nanni [15] | ensembles of CNNs | 99.81 | - | - | |
本文算法 | WraNet | 95.71 | 95.39 | 94.89 | |
本文算法 | WraNet-m | 99.58 | 99.49 | 99.4 |