Inference Latency on ImageNet-1K 1.0 (val)
4.4Latency (ms)EffNet-B3
Evaluation Results
| Method | Links | |
|---|---|---|
| EffNet-B3Model Scale=Micro, Hardware=NVIDIA RTX 6000 Ada GPU, Precision=FP16, Batch size=1, Resolution=224 x 2242026.07 | 4.4 | |
| VNCT-MicroModel Scale=Micro, Hardware=NVIDIA RTX 6000 Ada GPU, Precision=FP16, Batch size=1, Resolution=224 x 2242026.07 | 5.25 | |
| VSSD-MModel Scale=Micro, Hardware=NVIDIA RTX 6000 Ada GPU, Precision=FP16, Batch size=1, Resolution=224 x 2242026.07 | 5.8 | |
| ConvNeXt-TModel Scale=Tiny, Hardware=NVIDIA RTX 6000 Ada GPU, Precision=FP16, Batch size=1, Resolution=224 x 2242026.07 | 7.27 | |
| VNCT-TinyModel Scale=Tiny, Hardware=NVIDIA RTX 6000 Ada GPU, Precision=FP16, Batch size=1, Resolution=224 x 2242026.07 | 7.31 | |
| VSSD-TModel Scale=Tiny, Hardware=NVIDIA RTX 6000 Ada GPU, Precision=FP16, Batch size=1, Resolution=224 x 2242026.07 | 8.01 | |
| Swin-TModel Scale=Tiny, Hardware=NVIDIA RTX 6000 Ada GPU, Precision=FP16, Batch size=1, Resolution=224 x 2242026.07 | 8.43 | |
| VMamba-TModel Scale=Tiny, Hardware=NVIDIA RTX 6000 Ada GPU, Precision=FP16, Batch size=1, Resolution=224 x 2242026.07 | 10.09 | |
| VNCT-SmallModel Scale=Small, Hardware=NVIDIA RTX 6000 Ada GPU, Precision=FP16, Batch size=1, Resolution=224 x 2242026.07 | 12.35 | |
| ConvNeXt-SModel Scale=Small, Hardware=NVIDIA RTX 6000 Ada GPU, Precision=FP16, Batch size=1, Resolution=224 x 2242026.07 | 13.03 | |
| VSSD-SModel Scale=Small, Hardware=NVIDIA RTX 6000 Ada GPU, Precision=FP16, Batch size=1, Resolution=224 x 2242026.07 | 13.24 | |
| VMamba-SModel Scale=Small, Hardware=NVIDIA RTX 6000 Ada GPU, Precision=FP16, Batch size=1, Resolution=224 x 2242026.07 | 18.31 | |
| ConvNeXt-BModel Scale=Base, Hardware=NVIDIA RTX 6000 Ada GPU, Precision=FP16, Batch size=1, Resolution=224 x 2242026.07 | 21.25 | |
| VNCT-BaseModel Scale=Base, Hardware=NVIDIA RTX 6000 Ada GPU, Precision=FP16, Batch size=1, Resolution=224 x 2242026.07 | 22.1 | |
| VSSD-BModel Scale=Base, Hardware=NVIDIA RTX 6000 Ada GPU, Precision=FP16, Batch size=1, Resolution=224 x 2242026.07 | 23.19 | |
| VMamba-BModel Scale=Base, Hardware=NVIDIA RTX 6000 Ada GPU, Precision=FP16, Batch size=1, Resolution=224 x 2242026.07 | 27.33 |