Name Mode Parameters ImageNet ImageNet+ ImageNet ImageNet+ ImageNet Links ImageNet+ Links MobileNetV1 0.25 0.5M 56.9 57.1 56.9 57.1 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV1 0.5 1.3M 68.1 68.7 68.1 68.8 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV1 1.0 4.3M 74.1 76.8 74.4 76.8 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV2 0.25 1.5M 55.7 55.7 55.8 55.7 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV2 0.5 2.0M 66.8 67.1 66.8 67.2 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV2 1.0 3.5M 74.0 75.5 74.1 75.6 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV3 small 2.5M 68.1 69.6 68.1 69.6 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV3 large 5.5M 74.8 77.9 75.8 77.9 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileViT xx_small 1.3M 68.6 69.5 70.3 71.5 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileViT x_small 2.3M 74.8 76.2 76.1 77.5 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileViT small 5.6M 77.7 80.5 79.2 81.4 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ResNet 18 11.7M 72.3 75.0 72.2 75.1 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ResNet 34 21.8M 76.6 78.8 76.6 78.9 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ResNet 50 25.6M 80.0 82.0 80.1 82.0 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ResNet 101 44.6M 80.9 83.5 81.4 83.5 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ResNet 152 60.3M 81.3 83.9 82.0 83.9 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] EfficientNet b2 9.3M 81.1 83.1 81.3 83.2 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] EfficientNet b3 12.4M 81.7 83.9 82.1 83.9 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] EfficientNet b4 19.7M 82.2 85.0 83.4 85.0 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ViT tiny 5.6M 76.7 77.9 76.9 78.0 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ViT small 21.9M 78.5 82.8 80.6 82.9 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ViT base 86.7M 76.8 85.1 80.8 85.1 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ViT-384 base 86.7M 79.4 85.4 83.1 85.5 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] Swin tiny 28.3M 81.3 84.0 80.5 83.5 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] Swin small 49.7M 81.3 85.0 81.9 84.5 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] Swin base 87.8M 81.5 85.4 81.8 85.2 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] Swin-384 base 87.8M 83.6 85.8 83.8 85.5 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb]