mirror of https://github.com/alibaba/EasyCV.git
4.0 KiB
4.0 KiB
Classification Model Zoo
Benchmarks
| Algorithm | Config | Top-1 (%) | Top-5 (%) | Download |
|---|---|---|---|---|
| resnet50(raw) | ../configs/classification/cls/resnet/imagenet_resnet50_jpg.py | 76.454 | 93.084 | model |
| resnet50(tfrecord) | ../configs/classification/imagenet/imagenet_rn50_tfrecord.py | 76.266 | 92.972 | model |
| resnet101 | ../configs/classification/cls/resnet/imagenet_resnet101_jpg.py | 78.152 | 93.922 | model |
| resnet152 | ../configs/classification/cls/resnet/imagenet_resnet152_jpg.py | 78.544 | 94.206 | model |
| resnext50-32x4d | ../configs/classification/cls/resnext/imagenet_resnext50-32x4d_jpg.py | 77.604 | 93.856 | model |
| resnext101-32x4d | ../configs/classification/cls/resnext/imagenet_resnet101-32x4d_jpg.py | 78.568 | 94.344 | model |
| resnext101-32x8d | ../configs/classification/cls/resnext/imagenet_resnet101-32x8d_jpg.py | 79.468 | 94.434 | model |
| resnext152-32x4d | ../configs/classification/cls/resnext/imagenet_resnet152-32x4d_jpg.py | 78.994 | 94.462 | model |
| hrnetw18 | ../configs/classification/cls/hrnet/imagenet_hrnetw18_jpg.py | 76.258 | 92.976 | model |
| hrnetw30 | ../configs/classification/cls/hrnet/imagenet_hrnetw40_jpg.py | 77.66 | 93.862 | model |
| hrnetw32 | ../configs/classification/cls/hrnet/imagenet_hrnetw40_jpg.py | 77.994 | 93.976 | model |
| hrnetw40 | ../configs/classification/cls/hrnet/imagenet_hrnetw40_jpg.py | 78.142 | 93.956 | model |
| hrnetw44 | ../configs/classification/cls/hrnet/imagenet_hrnetw40_jpg.py | 79.266 | 94.476 | model |
| hrnetw48 | ../configs/classification/cls/hrnet/imagenet_hrnetw44_jpg.py | 79.636 | 94.802 | model |
| hrnetw64 | ../configs/classification/cls/hrnet/imagenet_hrnetw64_jpg.py | 79.884 | 95.04 | model |
| vit-base-patch16 | ../configs/classification/cls/resnet/imagenet_resnet50_jpg.py | 76.082 | 92.026 | model |
| swin-tiny-patch4-window7 | ../configs/classification/cls/resnet/imagenet_resnet50_jpg.py | 80.528 | 94.822 | model |