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[Doc] improve demo document (open-mmlab#1905)
* [Doc] improve demo document * fix ut
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configs/deepfillv1/README.md

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## Results and models
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**Places365-Challenge**
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| Model | Mask Type | Resolution | Train Iters | Dataset | l1 error | PSNR | SSIM | Training Resources | Download |
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| :-----------------------------------------------: | :---------: | :--------: | :---------: | :-----------: | :------: | :----: | :---: | :----------------: | :-------------------------------------------------------------------: |
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| [DeepFillv1](./deepfillv1_8xb2_places-256x256.py) | square bbox | 256x256 | 3500k | Places365-val | 11.019 | 23.429 | 0.862 | 8 | [model](https://download.openmmlab.com/mmediting/inpainting/deepfillv1/deepfillv1_256x256_8x2_places_20200619-c00a0e21.pth) \| [log](https://download.openmmlab.com/mmediting/inpainting/deepfillv1/deepfillv1_256x256_8x2_places_20200619-c00a0e21.log.json) |
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**CelebA-HQ**
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| Model | Mask Type | Resolution | Train Iters | Dataset | l1 error | PSNR | SSIM | Training Resources | Download |
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| :-----------------------------------------------: | :---------: | :--------: | :---------: | :--------: | :------: | :----: | :---: | :----------------: | :----------------------------------------------------------------------: |
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| [DeepFillv1](./deepfillv1_4xb4_celeba-256x256.py) | square bbox | 256x256 | 1500k | CelebA-val | 6.677 | 26.878 | 0.911 | 4 | [model](https://download.openmmlab.com/mmediting/inpainting/deepfillv1/deepfillv1_256x256_4x4_celeba_20200619-dd51a855.pth) \| [log](https://download.openmmlab.com/mmediting/inpainting/deepfillv1/deepfillv1_256x256_4x4_celeba_20200619-dd51a855.log.json) |
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**Places365-Challenge**
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| Model | Mask Type | Resolution | Train Iters | Dataset | l1 error | PSNR | SSIM | Training Resources | Download |
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| :-----------------------------------------------: | :---------: | :--------: | :---------: | :-----------: | :------: | :----: | :---: | :----------------: | :-------------------------------------------------------------------: |
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| [DeepFillv1](./deepfillv1_8xb2_places-256x256.py) | square bbox | 256x256 | 3500k | Places365-val | 11.019 | 23.429 | 0.862 | 8 | [model](https://download.openmmlab.com/mmediting/inpainting/deepfillv1/deepfillv1_256x256_8x2_places_20200619-c00a0e21.pth) \| [log](https://download.openmmlab.com/mmediting/inpainting/deepfillv1/deepfillv1_256x256_8x2_places_20200619-c00a0e21.log.json) |
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## Quick Start
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**Train**

configs/deepfillv1/README_zh-CN.md

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<br/>
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**Places365-Challenge**
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| 算法 | 掩膜类型 | 分辨率 | 训练集容量 | 测试集 | l1 损失 | PSNR | SSIM | GPU 信息 | 下载 |
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| :-----------------------------------------------: | :---------: | :-----: | :--------: | :-----------: | :-----: | :----: | :---: | :------: | :----------------------------------------------------------------------------------: |
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| [DeepFillv1](./deepfillv1_8xb2_places-256x256.py) | square bbox | 256x256 | 3500k | Places365-val | 11.019 | 23.429 | 0.862 | 8 | [模型](https://download.openmmlab.com/mmediting/inpainting/deepfillv1/deepfillv1_256x256_8x2_places_20200619-c00a0e21.pth) \| [日志](https://download.openmmlab.com/mmediting/inpainting/deepfillv1/deepfillv1_256x256_8x2_places_20200619-c00a0e21.log.json) |
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**CelebA-HQ**
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| 算法 | 掩膜类型 | 分辨率 | 训练集容量 | 测试集 | l1 损失 | PSNR | SSIM | GPU 信息 | 下载 |
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| :-----------------------------------------------: | :---------: | :-----: | :--------: | :--------: | :-----: | :----: | :---: | :------: | :-------------------------------------------------------------------------------------: |
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| [DeepFillv1](./deepfillv1_4xb4_celeba-256x256.py) | square bbox | 256x256 | 1500k | CelebA-val | 6.677 | 26.878 | 0.911 | 4 | [模型](https://download.openmmlab.com/mmediting/inpainting/deepfillv1/deepfillv1_256x256_4x4_celeba_20200619-dd51a855.pth) \| [日志](https://download.openmmlab.com/mmediting/inpainting/deepfillv1/deepfillv1_256x256_4x4_celeba_20200619-dd51a855.log.json) |
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**Places365-Challenge**
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| 算法 | 掩膜类型 | 分辨率 | 训练集容量 | 测试集 | l1 损失 | PSNR | SSIM | GPU 信息 | 下载 |
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| :-----------------------------------------------: | :---------: | :-----: | :--------: | :-----------: | :-----: | :----: | :---: | :------: | :----------------------------------------------------------------------------------: |
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| [DeepFillv1](./deepfillv1_8xb2_places-256x256.py) | square bbox | 256x256 | 3500k | Places365-val | 11.019 | 23.429 | 0.862 | 8 | [模型](https://download.openmmlab.com/mmediting/inpainting/deepfillv1/deepfillv1_256x256_8x2_places_20200619-c00a0e21.pth) \| [日志](https://download.openmmlab.com/mmediting/inpainting/deepfillv1/deepfillv1_256x256_8x2_places_20200619-c00a0e21.log.json) |
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## 快速开始
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**训练**

configs/deepfillv1/metafile.yml

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- inpainting
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Year: 2018
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Models:
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- Config: configs/deepfillv1/deepfillv1_8xb2_places-256x256.py
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In Collection: DeepFillv1
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Name: deepfillv1_8xb2_places-256x256
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Results:
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- Dataset: Places365-val
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Metrics:
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PSNR: 23.429
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SSIM: 0.862
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l1 error: 11.019
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Task: Inpainting
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Weights: https://download.openmmlab.com/mmediting/inpainting/deepfillv1/deepfillv1_256x256_8x2_places_20200619-c00a0e21.pth
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- Config: configs/deepfillv1/deepfillv1_4xb4_celeba-256x256.py
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In Collection: DeepFillv1
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Name: deepfillv1_4xb4_celeba-256x256
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l1 error: 6.677
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Task: Inpainting
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Weights: https://download.openmmlab.com/mmediting/inpainting/deepfillv1/deepfillv1_256x256_4x4_celeba_20200619-dd51a855.pth
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- Config: configs/deepfillv1/deepfillv1_8xb2_places-256x256.py
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In Collection: DeepFillv1
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Name: deepfillv1_8xb2_places-256x256
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Results:
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- Dataset: Places365-val
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Metrics:
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PSNR: 23.429
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SSIM: 0.862
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l1 error: 11.019
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Task: Inpainting
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Weights: https://download.openmmlab.com/mmediting/inpainting/deepfillv1/deepfillv1_256x256_8x2_places_20200619-c00a0e21.pth

configs/deepfillv2/README.md

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## Results and models
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**Places365-Challenge**
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| Model | Mask Type | Resolution | Train Iters | Dataset | l1 error | PSNR | SSIM | Training Resources | Download |
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| :-----------------------------------------------: | :-------: | :--------: | :---------: | :-----------: | :------: | :----: | :---: | :----------------: | :---------------------------------------------------------------------: |
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| [DeepFillv2](./deepfillv2_8xb2_places-256x256.py) | free-form | 256x256 | 100k | Places365-val | 8.635 | 22.398 | 0.815 | 8 | [model](https://download.openmmlab.com/mmediting/inpainting/deepfillv2/deepfillv2_256x256_8x2_places_20200619-10d15793.pth) \| [log](https://download.openmmlab.com/mmediting/inpainting/deepfillv2/deepfillv2_256x256_8x2_places_20200619-10d15793.log.json) |
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**CelebA-HQ**
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| Model | Mask Type | Resolution | Train Iters | Dataset | l1 error | PSNR | SSIM | Training Resources | Download |
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| :-----------------------------------------------: | :-------: | :--------: | :---------: | :--------: | :------: | :----: | :---: | :----------------: | :------------------------------------------------------------------------: |
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| [DeepFillv2](./deepfillv2_8xb2_celeba-256x256.py) | free-form | 256x256 | 20k | CelebA-val | 5.411 | 25.721 | 0.871 | 8 | [model](https://download.openmmlab.com/mmediting/inpainting/deepfillv2/deepfillv2_256x256_8x2_celeba_20200619-c96e5f12.pth) \| [log](https://download.openmmlab.com/mmediting/inpainting/deepfillv2/deepfillv2_256x256_8x2_celeba_20200619-c96e5f12.log.json) |
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**Places365-Challenge**
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| Model | Mask Type | Resolution | Train Iters | Dataset | l1 error | PSNR | SSIM | Training Resources | Download |
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| :-----------------------------------------------: | :-------: | :--------: | :---------: | :-----------: | :------: | :----: | :---: | :----------------: | :---------------------------------------------------------------------: |
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| [DeepFillv2](./deepfillv2_8xb2_places-256x256.py) | free-form | 256x256 | 100k | Places365-val | 8.635 | 22.398 | 0.815 | 8 | [model](https://download.openmmlab.com/mmediting/inpainting/deepfillv2/deepfillv2_256x256_8x2_places_20200619-10d15793.pth) \| [log](https://download.openmmlab.com/mmediting/inpainting/deepfillv2/deepfillv2_256x256_8x2_places_20200619-10d15793.log.json) |
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## Quick Start
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**Train**

configs/deepfillv2/README_zh-CN.md

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2121

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<br/>
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**Places365-Challenge**
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| 算法 | 掩膜类型 | 分辨率 | 训练集容量 | 测试集 | l1 损失 | PSNR | SSIM | GPU 信息 | 下载 |
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| :-----------------------------------------------: | :-------: | :-----: | :--------: | :-----------: | :-----: | :----: | :---: | :------: | :------------------------------------------------------------------------------------: |
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| [DeepFillv2](./deepfillv2_8xb2_places-256x256.py) | free-form | 256x256 | 100k | Places365-val | 8.635 | 22.398 | 0.815 | 8 | [模型](https://download.openmmlab.com/mmediting/inpainting/deepfillv2/deepfillv2_256x256_8x2_places_20200619-10d15793.pth) \| [日志](https://download.openmmlab.com/mmediting/inpainting/deepfillv2/deepfillv2_256x256_8x2_places_20200619-10d15793.log.json) |
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**CelebA-HQ**
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| 算法 | 掩膜类型 | 分辨率 | 训练集容量 | 测试集 | l1 损失 | PSNR | SSIM | GPU 信息 | 下载 |
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| :-----------------------------------------------: | :-------: | :-----: | :--------: | :--------: | :-----: | :----: | :---: | :------: | :---------------------------------------------------------------------------------------: |
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| [DeepFillv2](./deepfillv2_8xb2_celeba-256x256.py) | free-form | 256x256 | 20k | CelebA-val | 5.411 | 25.721 | 0.871 | 8 | [模型](https://download.openmmlab.com/mmediting/inpainting/deepfillv2/deepfillv2_256x256_8x2_celeba_20200619-c96e5f12.pth) \| [日志](https://download.openmmlab.com/mmediting/inpainting/deepfillv2/deepfillv2_256x256_8x2_celeba_20200619-c96e5f12.log.json) |
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**Places365-Challenge**
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| 算法 | 掩膜类型 | 分辨率 | 训练集容量 | 测试集 | l1 损失 | PSNR | SSIM | GPU 信息 | 下载 |
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| :-----------------------------------------------: | :-------: | :-----: | :--------: | :-----------: | :-----: | :----: | :---: | :------: | :------------------------------------------------------------------------------------: |
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| [DeepFillv2](./deepfillv2_8xb2_places-256x256.py) | free-form | 256x256 | 100k | Places365-val | 8.635 | 22.398 | 0.815 | 8 | [模型](https://download.openmmlab.com/mmediting/inpainting/deepfillv2/deepfillv2_256x256_8x2_places_20200619-10d15793.pth) \| [日志](https://download.openmmlab.com/mmediting/inpainting/deepfillv2/deepfillv2_256x256_8x2_places_20200619-10d15793.log.json) |
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## 快速开始
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**训练**

configs/deepfillv2/metafile.yml

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Year: 2019
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Models:
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- Config: configs/deepfillv2/deepfillv2_8xb2_places-256x256.py
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In Collection: DeepFillv2
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Name: deepfillv2_8xb2_places-256x256
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Results:
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- Dataset: Places365-val
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Metrics:
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PSNR: 22.398
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SSIM: 0.815
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l1 error: 8.635
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Task: Inpainting
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Weights: https://download.openmmlab.com/mmediting/inpainting/deepfillv2/deepfillv2_256x256_8x2_places_20200619-10d15793.pth
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- Config: configs/deepfillv2/deepfillv2_8xb2_celeba-256x256.py
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In Collection: DeepFillv2
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Name: deepfillv2_8xb2_celeba-256x256
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l1 error: 5.411
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Task: Inpainting
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Weights: https://download.openmmlab.com/mmediting/inpainting/deepfillv2/deepfillv2_256x256_8x2_celeba_20200619-c96e5f12.pth
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- Config: configs/deepfillv2/deepfillv2_8xb2_places-256x256.py
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In Collection: DeepFillv2
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Name: deepfillv2_8xb2_places-256x256
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Results:
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- Dataset: Places365-val
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Metrics:
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PSNR: 22.398
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SSIM: 0.815
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l1 error: 8.635
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Task: Inpainting
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Weights: https://download.openmmlab.com/mmediting/inpainting/deepfillv2/deepfillv2_256x256_8x2_places_20200619-10d15793.pth

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