Name Mode Parameters ImageNet ImageNet+ ImageNet ImageNet+ ImageNet Links ImageNet+ Links MobileNetV1 0.25 0.5M 55.2 55.4 55.4 55.4 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV1 0.5 1.3M 66.2 67.1 66.4 67.1 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV1 1.0 4.3M 73.5 75.1 73.6 75.1 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV2 0.25 1.5M 54.7 54.2 54.7 54.2 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV2 0.5 2.0M 65.7 65.7 65.7 65.7 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV2 1.0 3.5M 72.8 73.8 72.8 73.9 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV3 small 2.5M 66.6 67.7 66.7 67.7 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV3 large 5.5M 74.7 76.5 74.8 76.5 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileViT xx_small 1.3M 66.0 67.4 66.7 67.9 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileViT x_small 2.3M 72.6 74.0 73.3 74.7 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileViT small 5.6M 76.3 78.3 76.7 78.6 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ResNet 18 11.7M 69.9 73.2 69.8 73.2 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ResNet 34 21.8M 74.6 76.9 74.7 76.9 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ResNet 50 25.6M 79.0 80.3 79.1 80.3 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ResNet 101 44.6M 80.5 81.8 80.5 81.9 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ResNet 152 60.3M 81.3 82.2 81.3 82.3 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] EfficientNet b2 9.3M 79.5 81.5 79.5 81.6 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] EfficientNet b3 12.4M 80.9 82.4 80.8 82.5 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] EfficientNet b4 19.7M 82.7 83.6 82.7 83.7 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ViT tiny 5.6M 72.1 74.3 72.1 74.4 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ViT small 21.9M 78.4 79.8 78.7 79.9 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ViT base 86.7M 79.5 81.7 80.6 81.7 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ViT-384 base 86.7M 80.5 83.0 81.9 83.1 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] Swin tiny 28.3M 80.5 82.1 80.3 81.9 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] Swin small 49.7M 82.2 83.6 81.9 83.3 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] Swin base 87.8M 82.7 83.9 82.2 83.7 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] Swin-384 base 87.8M 82.6 83.2 82.4 83.0 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb]