Name Mode Parameters ImageNet ImageNet+ ImageNet ImageNet+ ImageNet Links ImageNet+ Links MobileNetV1 0.25 0.5M 56.0 56.5 56.1 56.6 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV1 0.5 1.3M 67.0 68.0 67.0 68.1 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV1 1.0 4.3M 74.0 76.0 74.1 76.0 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV2 0.25 1.5M 55.4 55.1 55.5 55.1 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV2 0.5 2.0M 65.8 66.5 65.9 66.6 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV2 1.0 3.5M 73.7 74.5 73.7 74.5 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV3 small 2.5M 67.4 68.6 67.4 68.5 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileNetV3 large 5.5M 74.9 77.2 75.1 77.2 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileViT xx_small 1.3M 67.5 68.8 68.6 69.7 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileViT x_small 2.3M 74.0 75.6 74.9 76.3 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] MobileViT small 5.6M 77.3 79.6 77.9 80.1 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ResNet 18 11.7M 71.2 74.2 71.1 74.2 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ResNet 34 21.8M 75.6 77.8 75.6 77.8 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ResNet 50 25.6M 79.6 81.2 79.7 81.2 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ResNet 101 44.6M 81.3 82.6 81.3 82.7 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ResNet 152 60.3M 81.8 83.1 81.8 83.1 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] EfficientNet b2 9.3M 80.7 82.1 80.8 82.1 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] EfficientNet b3 12.4M 81.8 83.3 81.8 83.3 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] EfficientNet b4 19.7M 82.8 84.4 82.7 84.4 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ViT tiny 5.6M 74.8 76.0 74.9 76.0 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ViT small 21.9M 79.1 81.4 79.9 81.5 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ViT base 86.7M 78.6 84.1 81.0 84.1 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] ViT-384 base 86.7M 80.0 84.5 82.6 84.5 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] Swin tiny 28.3M 81.2 83.2 80.8 82.8 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] Swin small 49.7M 82.4 84.4 82.2 84.1 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] Swin base 87.8M 82.7 84.7 82.5 84.4 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] Swin-384 base 87.8M 83.9 84.4 83.7 84.2 [best.pt] [ema_best.pt] [config.yaml] [metrics.jb] [best.pt] [ema_best.pt] [config.yaml] [metrics.jb]