Image Classification on ImageNet-1K (Top1-Acc and Throughput)
83.6Top-1 AccuracyFAT-B3
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FAT-B3Batch size=64, Hardware=V100 32G, Year=20232023.06 | 83.6 | 474 | |
| FocalNet-SBatch size=64, Hardware=V100 32G, Year=NeurIPS'20222023.06 | 83.4 | 358 | |
| iFormer-SBatch size=64, Hardware=V100 32G, Year=NeurIPS' 20222023.06 | 83.4 | 471 | |
| CrossFormer-BBatch size=64, Hardware=V100 32G, Year=ICLR'20222023.06 | 83.4 | 368 | |
| WaveMLP-MBatch size=64, Hardware=V100 32G, Year=CVPR'20222023.06 | 83.4 | 359 | |
| EfficientFormer-L7Batch size=64, Hardware=V100 32G, Year=NeurIPS' 20222023.06 | 83.3 | 368 | |
| LITv2-MBatch size=64, Hardware=V100 32G, Year=NeurIPS'20222023.06 | 83.3 | 436 | |
| PVTv2-B3Batch size=64, Hardware=V100 32G, Year=Arxiv'20222023.06 | 83.2 | 398 | |
| RegionViT-BBatch size=64, Hardware=V100 32G, Year=ICLR'20222023.06 | 83.2 | 256 | |
| ConvNeXt-SBatch size=64, Hardware=V100 32G, Year=CVPR 20222023.06 | 83.1 | 405 | |
| FAT-B3-STBatch size=64, Hardware=V100 32G, Year=20232023.06 | 83 | 641 | |
| MPVIT-SBatch size=64, Hardware=V100 32G, Year=CVPR'20222023.06 | 83 | 410 | |
| Swin-SBatch size=64, Hardware=V100 32G, Year=ICCV'20212023.06 | 83 | 390 | |
| FAN-S-ViTBatch size=64, Hardware=V100 32G, Year=ICML 20222023.06 | 82.9 | 525 | |
| Shunted-SBatch size=64, Hardware=V100 32G, Year=CVPR 20222023.06 | 82.9 | 456 | |
| VAN-B2Batch size=64, Hardware=V100 32G, Year=Arxiv'20222023.06 | 82.8 | 531 | |
| DaViT-TBatch size=64, Hardware=V100 32G, Year=ECCV'20222023.06 | 82.8 | 616 | |
| HorNet-TBatch size=64, Hardware=V100 32G, Year=NeurIPS' 20222023.06 | 82.8 | 586 | |
| CSWin-TBatch size=64, Hardware=V100 32G, Year=CVPR 20222023.06 | 82.7 | 591 | |
| WaveViT-SBatch size=64, Hardware=V100 32G, Year=ECCV'20222023.06 | 82.7 | 482 | |
| QuadTree-B-b2Batch size=64, Hardware=V100 32G, Year=ICLR'20222023.06 | 82.7 | 299 | |
| RegionViT-SBatch size=64, Hardware=V100 32G, Year=ICLR'20222023.06 | 82.6 | 460 | |
| WaveMLP-SBatch size=64, Hardware=V100 32G, Year=CVPR 20222023.06 | 82.6 | 599 | |
| CrossFormer-SBatch size=64, Hardware=V100 32G, Year=ICLR'20222023.06 | 82.5 | 601 | |
| PoolFormer-M48Batch size=64, Hardware=V100 32G, Year=CVPR 20222023.06 | 82.5 | 304 | |
| ViL-SBatch size=64, Hardware=V100 32G, Year=ICCV'20212023.06 | 82.4 | 359 | |
| Focal-TBatch size=64, Hardware=V100 32G, Year=NeurIPS' 20212023.06 | 82.2 | 301 | |
| FocalNet-TBatch size=64, Hardware=V100 32G, Year=NeurIPS'20222023.06 | 82.1 | 610 | |
| DAT-TBatch size=64, Hardware=V100 32G, Year=CVPR 20222023.06 | 82 | 577 | |
| PVTv2-B2Batch size=64, Hardware=V100 32G, Year=Arxiv'20222023.06 | 82 | 582 | |
| PiT-BBatch size=64, Hardware=V100 32G, Year=ICCV'20212023.06 | 82 | 328 | |
| FAT-B2Batch size=64, Hardware=V100 32G, Year=20232023.06 | 81.9 | 1,064 | |
| Coat-Lite-SBatch size=64, Hardware=V100 32G, Year=ICCV'20212023.06 | 81.9 | 540 | |
| DeiT-BBatch size=64, Hardware=V100 32G, Year=ICML 20212023.06 | 81.8 | 299 | |
| EfficientNet-B3Batch size=64, Hardware=V100 32G, Year=ICML'20192023.06 | 81.6 | 634 | |
| ResT-BaseBatch size=64, Hardware=V100 32G, Year=NeurIPS' 20212023.06 | 81.6 | 588 | |
| CrossFormer-TBatch size=64, Hardware=V100 32G, Year=ICLR'20222023.06 | 81.5 | 929 | |
| PoolFormer-S36Batch size=64, Hardware=V100 32G, Year=CVPR 20222023.06 | 81.4 | 601 | |
| Swin-TBatch size=64, Hardware=V100 32G, Year=ICCV'20212023.06 | 81.3 | 664 | |
| VAN-B1Batch size=64, Hardware=V100 32G, Year=Arxiv'20222023.06 | 81.1 | 995 | |
| EdgeViT-SBatch size=64, Hardware=V100 32G, Year=ECCV'20222023.06 | 81 | 1,049 | |
| PiT-SBatch size=64, Hardware=V100 32G, Year=ICCV'20212023.06 | 80.9 | 1,042 | |
| MPVIT-XSBatch size=64, Hardware=V100 32G, Year=CVPR 20222023.06 | 80.9 | 597 | |
| WaveMLP-TBatch size=64, Hardware=V100 32G, Year=CVPR20222023.06 | 80.6 | 1,052 | |
| RegionViT-TiBatch size=64, Hardware=V100 32G, Year=ICLR'20222023.06 | 80.4 | 710 | |
| FAT-B1Batch size=64, Hardware=V100 32G, Year=20232023.06 | 80.1 | 1,452 | |
| QuadTree-B-b1Batch size=64, Hardware=V100 32G, Year=ICLR'20222023.06 | 80 | 543 | |
| DeiT-SBatch size=64, Hardware=V100 32G, Year=ICML 20212023.06 | 79.9 | 899 | |
| Shunted-TBatch size=64, Hardware=V100 32G, Year=CVPR 20222023.06 | 79.8 | 957 | |
| ResT-SBatch size=64, Hardware=V100 32G, Year=NeurIPS'20212023.06 | 79.6 | 918 | |
| EdgeNeXt-SBatch size=64, Hardware=V100 32G, Year=ECCVW'20222023.06 | 79.4 | 1,243 | |
| XCIT-T24Batch size=64, Hardware=V100 32G, Year=NeurIPS'20212023.06 | 79.4 | 1,194 | |
| EfficientNet-B1Batch size=64, Hardware=V100 32G, Year=ICML'20192023.06 | 79.2 | 1,395 | |
| FAN-T-ViTBatch size=64, Hardware=V100 32G, Year=ICML 20222023.06 | 79.2 | 1,181 | |
| CoaT-Lite-MiBatch size=64, Hardware=V100 32G, Year=ICCV'20212023.06 | 79.1 | 963 | |
| PerViTBatch size=64, Hardware=V100 32G, Year=NeurIPS'20222023.06 | 78.8 | 1,402 | |
| PVTv2-B1Batch size=64, Hardware=V100 32G, Year=Arxiv'20222023.06 | 78.7 | 1,007 | |
| ParC-Net-SBatch size=64, Hardware=V100 32G, Year=ECCV'20222023.06 | 78.6 | 1,321 | |
| MobileViT-SBatch size=64, Hardware=V100 32G, Year=ICLR'20222023.06 | 78.4 | 898 | |
| MPVIT-TBatch size=64, Hardware=V100 32G, Year=CVPR 20222023.06 | 78.2 | 737 | |
| RegNetY-1.6GFBatch size=64, Hardware=V100 32G, Year=CVPR'20202023.06 | 78 | 1,241 | |
| SiT w/o FRDBatch size=64, Hardware=V100 32G, Year=ECCV'20222023.06 | 77.7 | 1,057 | |
| FAT-B0Batch size=64, Hardware=V100 32G, Year=20232023.06 | 77.6 | 1,932 | |
| EdgeViT-XSBatch size=64, Hardware=V100 32G, Year=ECCV'20222023.06 | 77.5 | 1,528 | |
| CoaT-Lite-TBatch size=64, Hardware=V100 32G, Year=ICCV'20212023.06 | 77.5 | 1,045 | |
| PoolFormer-S12Batch size=64, Hardware=V100 32G, Year=CVPR 20222023.06 | 77.2 | 1,722 | |
| ResT-LiteBatch size=64, Hardware=V100 32G, Year=NeurIPS'20212023.06 | 77.2 | 1,123 | |
| XCIT-T12Batch size=64, Hardware=V100 32G, Year=NeurIPS'20212023.06 | 77.1 | 1,676 | |
| ViL-TinyBatch size=64, Hardware=V100 32G, Year=ICCV'20212023.06 | 76.7 | 857 | |
| T2T-ViT-12Batch size=64, Hardware=V100 32G, Year=ICCV'20212023.06 | 76.5 | 1,307 | |
| VAN-B0Batch size=64, Hardware=V100 32G, Year=Arxiv'20222023.06 | 75.4 | 1,662 | |
| EdgeNeXt-XSBatch size=64, Hardware=V100 32G, Year=ECCVW'20222023.06 | 75 | 1,417 | |
| LVTBatch size=64, Hardware=V100 32G, Year=CVPR 20222023.06 | 74.8 | 1,265 | |
| MobileViT-XSBatch size=64, Hardware=V100 32G, Year=ICLR'20222023.06 | 74.8 | 1,367 | |
| EdgeViT-XXSBatch size=64, Hardware=V100 32G, Year=ECCV'20222023.06 | 74.4 | 1,926 | |
| TNT-TinyBatch size=64, Hardware=V100 32G, Year=NeurIPS'20212023.06 | 73.9 | 545 | |
| QuadTree-B-b0Batch size=64, Hardware=V100 32G, Year=ICLR'20222023.06 | 72 | 885 | |
| T2T-ViT-7Batch size=64, Hardware=V100 32G, Year=ICCV'20212023.06 | 71.7 | 1,762 |