Image Classification on ImageNet-1K (val) (Top-1 Accuracy, Throughput, and Latency)
84.3Top-1 AccuracyAS-MLP-B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AS-MLP-BInput Resolution=384 x 384, Params=88M, FLOPs=44.6G, Throughput (image / s)=179.22021.07 | 84.3 | — | — | |
| Swin-BInput Resolution=384 x 384, Params=88M, FLOPs=47.0G, Throughput (image / s)=84.72021.07 | 84.2 | — | — | |
| EffNet-B6Input Size=528x528, Parameters=43M, FLOPs=19.0G2021.05 | 84 | 96.4 | 1,317 | |
| MSG-Transformer-BInput Size=224x224, Parameters=84M, FLOPs=14.2G2021.05 | 84 | 267.6 | 424 | |
| EffNet-B5Input Size=456x456, Parameters=30M, FLOPs=9.9G2021.05 | 83.6 | 168.5 | 768 | |
| EfficientNet-B5Input Resolution=456 x 456, Params=30M, FLOPs=9.9G, Throughput (image / s)=169.12021.07 | 83.6 | — | — | |
| MSG-Transformer-SInput Size=224x224, Parameters=56M, FLOPs=8.4G2021.05 | 83.4 | 422.5 | 272 | |
| Swin-BInput Size=224x224, Parameters=88M, FLOPs=15.4G2021.05 | 83.3 | 257.6 | 547 | |
| Swin-BInput Resolution=224 x 224, Params=88M, FLOPs=15.4G, Throughput (image / s)=278.12021.07 | 83.3 | — | — | |
| AS-MLP-BInput Resolution=224 x 224, Params=88M, FLOPs=15.2G, Throughput (image / s)=455.22021.07 | 83.3 | — | — | |
| ViP-Large/7Input Resolution=224 x 224, Params=88M, Throughput (image / s)=2982021.07 | 83.2 | — | — | |
| DeiT-BInput Size=384x384, Parameters=87M, FLOPs=55.4G2021.05 | 83.1 | 81.1 | 1,213 | |
| AS-MLP-SInput Resolution=224 x 224, Params=50M, FLOPs=8.5G, Throughput (image / s)=619.52021.07 | 83.1 | — | — | |
| Swin-SInput Size=224x224, Parameters=50M, FLOPs=8.7G2021.05 | 83 | 396.6 | 346 | |
| Swin-SInput Resolution=224 x 224, Params=50M, FLOPs=8.7G, Throughput (image / s)=436.92021.07 | 83 | — | — | |
| RegY-16GInput Size=224x224, Parameters=84M, FLOPs=16.0G2021.05 | 82.9 | 324.6 | 424 | |
| EffNet-B4Input Size=380x380, Parameters=19M, FLOPs=4.2G2021.05 | 82.9 | 345 | 315 | |
| RegNetY-16GFInput Resolution=224 x 224, Params=84M, FLOPs=15.9G, Throughput (image / s)=334.72021.07 | 82.9 | — | — | |
| TNT-BInput Size=224x224, Parameters=66M, FLOPs=14.1G2021.05 | 82.8 | 231.1 | 414 | |
| ViP-Medium/7Input Resolution=224 x 224, Params=55M, Throughput (image / s)=4182021.07 | 82.7 | — | — | |
| MSG-Transformer-TInput Size=224x224, Parameters=25M, FLOPs=3.8G2021.05 | 82.4 | 726.5 | 157 | |
| PVT-LargeInput Resolution=224 x 224, Params=61M, FLOPs=9.8G2021.07 | 82.3 | — | — | |
| T2T-ViTt-24Input Size=224x224, Parameters=64M, FLOPs=13.2G2021.05 | 82.2 | 268.2 | 436 | |
| CoaT-Lite-SInput Size=224x224, Parameters=20M, FLOPs=4.0G2021.05 | 81.9 | — | — | |
| DeiT-BInput Size=224x224, Parameters=87M, FLOPs=17.5G2021.05 | 81.8 | 278.9 | 393 | |
| DeiT-B/16Input Resolution=224 x 224, Params=86M, FLOPs=17.6G, Throughput (image / s)=292.32021.07 | 81.8 | — | — | |
| RegY-8GInput Size=224x224, Parameters=39M, FLOPs=8.0G2021.05 | 81.7 | 545.5 | 250 | |
| PVT-LargeInput Size=224x224, Parameters=61M, FLOPs=9.8G2021.05 | 81.7 | 337.1 | 338 | |
| RegNetY-8GFInput Resolution=224 x 224, Params=39M, FLOPs=8.0G, Throughput (image / s)=591.62021.07 | 81.7 | — | — | |
| gMLP-BInput Resolution=224 x 224, Params=73M, FLOPs=15.8G2021.07 | 81.6 | — | — | |
| ViP-Small/7Input Resolution=224 x 224, Params=25M, Throughput (image / s)=7192021.07 | 81.5 | — | — | |
| T2T-ViTt-19Input Size=224x224, Parameters=39M, FLOPs=8.4G2021.05 | 81.4 | 377.3 | 314 | |
| TNT-SInput Size=224x224, Parameters=24M, FLOPs=5.2G2021.05 | 81.3 | 387.1 | 215 | |
| Swin-TInput Size=224x224, Parameters=28M, FLOPs=4.5G2021.05 | 81.3 | 692.1 | 189 | |
| Swin-TInput Resolution=224 x 224, Params=29M, FLOPs=4.5G, Throughput (image / s)=755.22021.07 | 81.3 | — | — | |
| AS-MLP-TInput Resolution=224 x 224, Params=28M, FLOPs=4.4G, Throughput (image / s)=1047.72021.07 | 81.3 | — | — | |
| T2T-ViTt-14Input Size=224x224, Parameters=22M, FLOPs=5.2G2021.05 | 80.7 | 559.3 | 225 | |
| S2-MLP-deepInput Resolution=224 x 224, Params=51M, FLOPs=9.7G2021.07 | 80.7 | — | — | |
| ViP-Small/14Input Resolution=224 x 224, Params=30M, Throughput (image / s)=7892021.07 | 80.5 | — | — | |
| RegY-4GInput Size=224x224, Parameters=21M, FLOPs=4.0G2021.05 | 80 | 930.1 | 138 | |
| S2-MLP-wideInput Resolution=224 x 224, Params=68M, FLOPs=13.0G2021.07 | 80 | — | — | |
| DeiT-SInput Size=224x224, Parameters=22M, FLOPs=4.6G2021.05 | 79.8 | 898.3 | 118 | |
| PVT-SmallInput Size=224x224, Parameters=25M, FLOPs=3.8G2021.05 | 79.8 | 749 | 146 | |
| ResMLP-36Input Resolution=224 x 224, Params=45M, FLOPs=8.9G, Throughput (image / s)=478.72021.07 | 79.7 | — | — | |
| gMLP-SInput Resolution=224 x 224, Params=20M, FLOPs=4.5G2021.07 | 79.4 | — | — | |
| ViT-B/16Input Size=384x384, Parameters=87M, FLOPs=55.4G2021.05 | 77.9 | 81.1 | 1,218 | |
| ViT-B/16Input Resolution=384 x 384, Params=86M, FLOPs=55.5G, Throughput (image / s)=85.92021.07 | 77.9 | — | — | |
| ViT-L/16Input Size=384x384, Parameters=307M, FLOPs=190.7G2021.05 | 76.5 | 26.3 | 4,420 | |
| Mixer-B/16Input Resolution=224 x 224, Params=59M, FLOPs=11.7G2021.07 | 76.4 | — | — | |
| FFInput Resolution=224 x 224, Params=62M, FLOPs=11.4G2021.07 | 74.9 | — | — |