模型 大小 Top-1 准确率 Top-5 准确率 参数数量 深度 Xception 88 MB 0.790 0.945 22,910,480 126 VGG16 528 MB 0.713 0.901 138,357,544 23 VGG19 549 MB 0.713 0.900 143,667,240 26 ResNet50 98 MB 0.749 0.921 25,636,712 - ResNet101 171 MB 0.764 0.928 44,707,176 - ResNet152 232 MB 0.766 0.931 60,419,944 - ResNet50V2 98 MB 0.760 0.930 25,613,800 - ResNet101V2 171 MB 0.772 0.938 44,675,560 - ResNet152V2 232 MB 0.780 0.942 60,380,648 - InceptionV3 92 MB 0.779 0.937 23,851,784 159 InceptionResNetV2 215 MB 0.803 0.953 55,873,736 572 MobileNet 16 MB 0.704 0.895 4,253,864 88 MobileNetV2 14 MB 0.713 0.901 3,538,984 88 DenseNet121 33 MB 0.750 0.923 8,062,504 121 DenseNet169 57 MB 0.762 0.932 14,307,880 169 DenseNet201 80 MB 0.773 0.936 20,242,984 201 NASNetMobile 23 MB 0.744 0.919 5,326,716 - NASNetLarge 343 MB 0.825 0.960 88,949,818 -
