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1c3452c8
编写于
12月 15, 2021
作者:
S
sibo2rr
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差异文件
add flops and params of ViT and DeiT
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2b0daeff
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docs/zh_CN/models/ViT_and_DeiT.md
docs/zh_CN/models/ViT_and_DeiT.md
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未找到文件。
docs/zh_CN/models/ViT_and_DeiT.md
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@@ -21,25 +21,25 @@ DeiT(Data-efficient Image Transformers)系列模型是由 FaceBook 在 2020
| Models | Top1 | Top5 | Reference
<br>
top1 | Reference
<br>
top5 | FLOPS
<br>
(G) | Params
<br>
(M) |
|:--:|:--:|:--:|:--:|:--:|:--:|:--:|
| ViT_small_patch16_224 | 0.7769 | 0.9342 | 0.7785 | 0.9342 |
|
|
| ViT_base_patch16_224 | 0.8195 | 0.9617 | 0.8178 | 0.9613 |
|
|
| ViT_base_patch16_384 | 0.8414 | 0.9717 | 0.8420 | 0.9722 |
|
|
| ViT_base_patch32_384 | 0.8176 | 0.9613 | 0.8166 | 0.9613 |
|
|
| ViT_large_patch16_224 | 0.8323 | 0.9650 | 0.8306 | 0.9644 |
|
|
| ViT_large_patch16_384 | 0.8513 | 0.9736 | 0.8517 | 0.9736 |
|
|
| ViT_large_patch32_384 | 0.8153 | 0.9608 | 0.815 | - |
|
|
| ViT_small_patch16_224 | 0.7769 | 0.9342 | 0.7785 | 0.9342 |
9.41 | 48.60
|
| ViT_base_patch16_224 | 0.8195 | 0.9617 | 0.8178 | 0.9613 |
16.85 | 86.42
|
| ViT_base_patch16_384 | 0.8414 | 0.9717 | 0.8420 | 0.9722 |
49.35 | 86.42
|
| ViT_base_patch32_384 | 0.8176 | 0.9613 | 0.8166 | 0.9613 |
12.66 | 88.19
|
| ViT_large_patch16_224 | 0.8323 | 0.9650 | 0.8306 | 0.9644 |
59.65 | 304.12
|
| ViT_large_patch16_384 | 0.8513 | 0.9736 | 0.8517 | 0.9736 |
174.70 | 304.12
|
| ViT_large_patch32_384 | 0.8153 | 0.9608 | 0.815 | - |
44.24 | 306.48
|
| Models | Top1 | Top5 | Reference
<br>
top1 | Reference
<br>
top5 | FLOPS
<br>
(G) | Params
<br>
(M) |
|:--:|:--:|:--:|:--:|:--:|:--:|:--:|
| DeiT_tiny_patch16_224 | 0.718 | 0.910 | 0.722 | 0.911 |
|
|
| DeiT_small_patch16_224 | 0.796 | 0.949 | 0.799 | 0.950 |
|
|
| DeiT_base_patch16_224 | 0.817 | 0.957 | 0.818 | 0.956 |
|
|
| DeiT_base_patch16_384 | 0.830 | 0.962 | 0.829 | 0.972 |
|
|
| DeiT_tiny_distilled_patch16_224 | 0.741 | 0.918 | 0.745 | 0.919 |
|
|
| DeiT_small_distilled_patch16_224 | 0.809 | 0.953 | 0.812 | 0.954 |
|
|
| DeiT_base_distilled_patch16_224 | 0.831 | 0.964 | 0.834 | 0.965 |
|
|
| DeiT_base_distilled_patch16_384 | 0.851 | 0.973 | 0.852 | 0.972 |
|
|
| DeiT_tiny_patch16_224 | 0.718 | 0.910 | 0.722 | 0.911 |
1.07 | 5.68
|
| DeiT_small_patch16_224 | 0.796 | 0.949 | 0.799 | 0.950 |
4.24 | 21.97
|
| DeiT_base_patch16_224 | 0.817 | 0.957 | 0.818 | 0.956 |
16.85 | 86.42
|
| DeiT_base_patch16_384 | 0.830 | 0.962 | 0.829 | 0.972 |
49.35 | 86.42
|
| DeiT_tiny_distilled_patch16_224 | 0.741 | 0.918 | 0.745 | 0.919 |
1.08 | 5.87
|
| DeiT_small_distilled_patch16_224 | 0.809 | 0.953 | 0.812 | 0.954 |
4.26 | 22.36
|
| DeiT_base_distilled_patch16_224 | 0.831 | 0.964 | 0.834 | 0.965 |
16.93 | 87.18
|
| DeiT_base_distilled_patch16_384 | 0.851 | 0.973 | 0.852 | 0.972 |
49.43 | 87.18
|
关于 Params、FLOPs、Inference speed 等信息,敬请期待。
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