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Update README_patchconvnet.md

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@ -31,29 +31,29 @@ We provide PatchConvnet models pretrained on ImageNet-1k:
| name | acc@1 | res | FLOPs| #params | url |
| --- | --- | --- | --- | --- | --- |
| S60 | 82.1 | 224 |4.0B| 25.2M| coming soon |
| S120| 83.2 | 224 | 7.5B |47.7M | coming soon |
| B60 | 83.5 | 224 | 15.8B |99.4M | coming soon |
| B120 |84.1 | 224 | 29.9B |188.6M | coming soon |
| S60 | 82.1 | 224 |4.0B| 25.2M| [model](https://dl.fbaipublicfiles.com/deit/s60_224_1k.pth) |
| S120| 83.2 | 224 | 7.5B |47.7M | [model](https://dl.fbaipublicfiles.com/deit/s120_224_1k.pth) |
| B60 | 83.5 | 224 | 15.8B |99.4M | [model](https://dl.fbaipublicfiles.com/deit/b60_224_1k.pth) |
| B120 |84.1 | 224 | 29.9B |188.6M | [model](https://dl.fbaipublicfiles.com/deit/b120_224_1k.pth) |
Model pretrained on ImageNet-21k with finetuning on ImageNet-1k:
| name | acc@1 | res | FLOPs| #params | url |
| --- | --- | --- | --- | --- | --- |
| S60 |83.5 | 224 | 4.0B |25.2M |coming soon |
| S60 |84.9 | 384 | 11.8B |25.2M |coming soon |
| S60 |85.4 | 512 | 20.9B |25.2M |coming soon |
| B60 |85.4 | 224 | 15.8B |99.4M |coming soon |
| B60 |86.5 | 384 | 46.5B |99.4M |coming soon |
| B120 |86.0 | 224 | 29.8B |188.6M |coming soon |
| B120 |86.9 | 384 | 87.7B |188.6M |coming soon |
| S60 |83.5 | 224 | 4.0B |25.2M |[model](https://dl.fbaipublicfiles.com/deit/s60_224_21k.pth) |
| S60 |84.9 | 384 | 11.8B |25.2M |[model](https://dl.fbaipublicfiles.com/deit/s60_384_21k.pth) |
| S60 |85.4 | 512 | 20.9B |25.2M |[model](https://dl.fbaipublicfiles.com/deit/s60_512_21k.pth) |
| B60 |85.4 | 224 | 15.8B |99.4M |[model](https://dl.fbaipublicfiles.com/deit/b60_224_21k.pth) |
| B60 |86.5 | 384 | 46.5B |99.4M |[model](https://dl.fbaipublicfiles.com/deit/b60_384_21k.pth) |
| B120 |86.0 | 224 | 29.8B |188.6M |[model](https://dl.fbaipublicfiles.com/deit/b120_224_21k.pth) |
| B120 |86.9 | 384 | 87.7B |188.6M |[model](https://dl.fbaipublicfiles.com/deit/b120_384_21k.pth) |
PatchConvnet models with multi-class tokens on ImageNet-1k:
| name | acc@1 | res | FLOPs| #params | url |
| --- | --- | --- | --- | --- | --- |
| S60 (scratch)|81.1 | 224 | 5.3B |25.6M |coming soon |
| S60 (finetune)|82.0 | 224 | 5.3B |25.6M |coming soon |
| S60 (scratch)|81.1 | 224 | 5.3B |25.6M |[model](https://dl.fbaipublicfiles.com/deit/s60_multi_scratch_1k.pth) |
| S60 (finetune)|82.0 | 224 | 5.3B |25.6M |[model](https://dl.fbaipublicfiles.com/deit/s60_multi_finetune_1k.pth) |
The models are also available via torch hub.