Image Classification on CIFAR-100 (Clean Accuracy)
85.68Accuracy (Clean)DHVT-S
Evaluation Results
| Method | Links | |
|---|---|---|
| DHVT-SType=Hybrid, Patch Size=2, #Params=22.8M, GFLOPs=5.62022.10 | 85.68 | |
| DHVT-TType=Hybrid, Patch Size=2, #Params=5.8M, GFLOPs=1.42022.10 | 83.54 | |
| Res2NeXt-29, 6cx24wx6s-SEType=CNN, Patch Size=1, #Params=36.9M, GFLOPs=5.92022.10 | 83.44 | |
| DHVT-SType=Hybrid, Patch Size=4, #Params=23.4M, GFLOPs=1.52022.10 | 82.91 | |
| DenseNet-BC (k=40)Type=CNN, Patch Size=1, #Params=25.6M, GFLOPs=9.32022.10 | 82.82 | |
| SKNet-29Type=CNN, Patch Size=1, #Params=27.7M, GFLOPs=4.22022.10 | 82.67 | |
| NesT-BType=ViT, Patch Size=1, #Params=90.1M, GFLOPs=26.52022.10 | 82.56 | |
| ResNeXt-29, 8x64dType=CNN, Patch Size=1, #Params=34.4M, GFLOPs=5.42022.10 | 82.23 | |
| SENet-29Type=CNN, Patch Size=1, #Params=35.0M, GFLOPs=5.42022.10 | 82.22 | |
| CvT-13Type=Hybrid, Patch Size=2, #Params=19.6M, GFLOPs=4.5, re-implemented=true2022.10 | 81.81 | |
| NesT-SType=ViT, Patch Size=1, #Params=23.4M, GFLOPs=6.62022.10 | 81.7 | |
| DHVT-TType=Hybrid, Patch Size=4, #Params=6.0M, GFLOPs=0.42022.10 | 80.93 | |
| CCT-7/3x1Type=Hybrid, Patch Size=4, #Params=3.7M, GFLOPs=12022.10 | 80.92 | |
| WRN28-10Type=CNN, Patch Size=1, #Params=36.5M, GFLOPs=5.22022.10 | 80.75 | |
| CvT-13Type=Hybrid, Patch Size=4, #Params=19.6M, GFLOPs=1.1, re-implemented=true2022.10 | 79.24 | |
| NesT-TType=ViT, Patch Size=1, #Params=6.2M, GFLOPs=1.72022.10 | 78.69 | |
| Swin-TType=ViT, Patch Size=1, #Params=27.5M, GFLOPs=1.42022.10 | 78.07 | |
| PVT-SType=ViT, Patch Size=1, #Params=27.0M, GFLOPs=1.22022.10 | 69.79 | |
| PVT-TType=ViT, Patch Size=1, #Params=15.8M, GFLOPs=0.62022.10 | 69.62 | |
| DeiT-TType=ViT, Patch Size=4, #Params=5.4M, GFLOPs=0.4, re-implemented=true2022.10 | 67.59 | |
| DeiT-SType=ViT, Patch Size=4, #Params=21.4M, GFLOPs=1.4, re-implemented=true2022.10 | 66.55 | |
| DeiT-TType=ViT, Patch Size=2, #Params=5.4M, GFLOPs=1.4, re-implemented=true2022.10 | 65.86 | |
| DeiT-SType=ViT, Patch Size=2, #Params=21.4M, GFLOPs=5.5, re-implemented=true2022.10 | 63.77 |