Image Classification on ImageNet V2 1.0 (val)
76.7Top-1 AccuracyViT-L↑384 (DeiT III)
Evaluation Results
| Method | Links | |
|---|---|---|
| ViT-L↑384 (DeiT III)nb params=304.8M, FLOPs=191.2G, Resolution=3842022.04 | 76.7 | |
| EfficientNetV2-Lnb params=118.5M, FLOPs=53.0G2022.04 | 76.3 | |
| ViT-H (DeiT III)nb params=632.1M, FLOPs=167.4G2022.04 | 75.9 | |
| EfficientNetV2-Mnb params=54.1M, FLOPs=25.0G2022.04 | 75.5 | |
| ConvNeXt-L-384nb params=197.8M, FLOPs=101.0G2022.04 | 75.3 | |
| ViT-L (DeiT III)nb params=304.4M, FLOPs=61.6G, Resolution=2242022.04 | 75.1 | |
| ViT-B↑384 (DeiT III)nb params=86.9M, FLOPs=55.5G, Resolution=3842022.04 | 74.8 | |
| ConvNeXt-B-384nb params=88.6M, FLOPs=45.0G2022.04 | 74.7 | |
| EfficientNetV2-Snb params=21.5M, FLOPs=8.5G2022.04 | 74 | |
| ConvNeXt-L-224nb params=197.8M, FLOPs=34.4G2022.04 | 74 | |
| PatchConvNet-B120-224nb params=188.6M, FLOPs=29.9G2022.04 | 73.9 | |
| EfficientNet-B5nb params=30.0M, FLOPs=9.9G2022.04 | 73.6 | |
| ViT-B (DeiT III)nb params=86.6M, FLOPs=17.5G, Resolution=2242022.04 | 73.6 | |
| ConvNeXt-B-224nb params=88.6M, FLOPs=15.4G2022.04 | 73.4 | |
| ViT-S↑384 (DeiT III)nb params=22.0M, FLOPs=15.5G, Resolution=3842022.04 | 73.1 | |
| PatchConvNet-B60-224nb params=99.4M, FLOPs=15.8G2022.04 | 72.6 | |
| RegNetY-16GFnb params=83.6M, FLOPs=16.0G2022.04 | 72.4 | |
| EfficientNet-B4nb params=19.0M, FLOPs=4.2G2022.04 | 72.3 | |
| Swin-S-224nb params=49.6M, FLOPs=8.7G2022.04 | 71.8 | |
| RegNetY-8GFnb params=39.2M, FLOPs=8.0G2022.04 | 71.1 | |
| PatchConvNet-S60-224nb params=25.2M, FLOPs=4.0G2022.04 | 71 | |
| RegNetY-4GFnb params=20.6M, FLOPs=4.0G2022.04 | 70.7 | |
| ResNet-152nb params=60.2M, FLOPs=11.6G2022.04 | 70.6 | |
| ViT-S (DeiT III)nb params=22.0M, FLOPs=4.6G, Resolution=2242022.04 | 70.5 | |
| ResNet-101nb params=44.5M, FLOPs=7.9G2022.04 | 70.3 | |
| Swin-T-224nb params=28.3M, FLOPs=4.5G2022.04 | 69.5 | |
| ResMLP-B24nb params=116.0M, FLOPs=23.0G2022.04 | 69 | |
| ResNet-50nb params=25.6M, FLOPs=4.1G2022.04 | 68.7 | |
| Mixer-B/16nb params=59.9M, FLOPs=12.6G2022.04 | 63.2 |