diff --git a/configs/restorers/liif/README.md b/configs/restorers/liif/README.md
index 1a66533cc9..318d0aab8f 100644
--- a/configs/restorers/liif/README.md
+++ b/configs/restorers/liif/README.md
@@ -1,4 +1,4 @@
-# Learning Continuous Image Representation with Local Implicit Image Function (LIIF)
+# Learning Continuous Image Representation with Local Implicit Image Function
## Introduction
@@ -13,26 +13,25 @@
}
```
-## Results and Models
-
-Evaluated on RGB channels, `scale` pixels in each border are cropped before evaluation.
-
-The metrics are `PSNR / SSIM`.
-
-Data is normalized according to [EDSR](/configs/restorers/edsr).
-
-△ refers to ditto.
-
-|method|scale|Set5| Set14 | DIV2K | Download |
-| :--------------: | :--------------: | :--------------: | :--------------: | :--------------: | :--------------: |
-|[liif_edsr_norm_x2-4_c64b16_g1_1000k_div2k](configs/restorers/liif/liif_edsr_norm_x2-4_c64b16_g1_1000k_div2k.py)| x2 | 35.7148 / 0.9367 | 31.5936 / 0.8889 | 34.5896 / 0.9352 | [model](https://download.openmmlab.com/mmediting/restorers/liif/liif_edsr_norm_c64b16_g1_1000k_div2k_20210319-329ce255.pth) \| [log](https://download.openmmlab.com/mmediting/restorers/liif/liif_edsr_norm_c64b16_g1_1000k_div2k_20210319-329ce255.log.json) |
-|△| x3 | 32.3596 / 0.8914 | 28.4475 / 0.8040 | 30.9154 / 0.8720 | △ |
-|△| x4 | 30.2583 / 0.8513 | 26.7867 / 0.7377 | 29.0048 / 0.8183 | △ |
-|[liif_edsr_norm_c64b16_g1_1000k_div2k](/configs/restorers/liif/liif_edsr_norm_c64b16_g1_1000k_div2k.py)| x2 | 35.7120 / 0.9365 | 31.6106 / 0.8891 | 34.6401 / 0.9353 | △ |
-|△| x3 | 32.3655 / 0.8913 | 28.4605 / 0.8039 | 30.9597 / 0.8711 | △ |
-|△| x4 | 30.2668 / 0.8511 | 26.8093 / 0.7377 | 29.0059 / 0.8183 | △ |
-|△| x6 | 27.0907 / 0.7775 | 24.7129 / 0.6438 | 26.7694 / 0.7422 | △ |
-|△| x12 | 22.9046 / 0.6255 | 21.5378 / 0.5088 | 23.7269 / 0.6373 | △ |
-|△| x18 | 20.8445 / 0.5390 | 20.0215 / 0.4521 | 22.1920 / 0.5947 | △ |
-|△| x24 | 19.7305 / 0.5033 | 19.0703 / 0.4218 | 21.2025 / 0.5714 | △ |
-|△| x30 | 18.6646 / 0.4818 | 18.0210 / 0.3905 | 20.5022 / 0.5568 | △ |
+## Results
+
+| method | scale | Set5
PSNR / SSIM | Set14
PSNR / SSIM | DIV2K
PSNR / SSIM | Download |
+| :--------------------------------------------------------------------------------------------------------------: | :---: | :-----------------: | :------------------: | :-------------------: | :-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
+| [liif_edsr_norm_x2-4_c64b16_g1_1000k_div2k](/configs/restorers/liif/liif_edsr_norm_x2-4_c64b16_g1_1000k_div2k.py) | x2 | 35.7148 / 0.9367 | 31.5936 / 0.8889 | 34.5896 / 0.9352 | [model](https://download.openmmlab.com/mmediting/restorers/liif/liif_edsr_norm_c64b16_g1_1000k_div2k_20210319-329ce255.pth) \| [log](https://download.openmmlab.com/mmediting/restorers/liif/liif_edsr_norm_c64b16_g1_1000k_div2k_20210319-329ce255.log.json) |
+| △ | x3 | 32.3596 / 0.8914 | 28.4475 / 0.8040 | 30.9154 / 0.8720 | △ |
+| △ | x4 | 30.2583 / 0.8513 | 26.7867 / 0.7377 | 29.0048 / 0.8183 | △ |
+| [liif_edsr_norm_c64b16_g1_1000k_div2k](/configs/restorers/liif/liif_edsr_norm_c64b16_g1_1000k_div2k.py) | x2 | 35.7120 / 0.9365 | 31.6106 / 0.8891 | 34.6401 / 0.9353 | [model](https://download.openmmlab.com/mmediting/restorers/liif/liif_edsr_norm_c64b16_g1_1000k_div2k_20210319-329ce255.pth) \| [log](https://download.openmmlab.com/mmediting/restorers/liif/liif_edsr_norm_c64b16_g1_1000k_div2k_20210319-329ce255.log.json) |
+| △ | x3 | 32.3655 / 0.8913 | 28.4605 / 0.8039 | 30.9597 / 0.8711 | △ |
+| △ | x4 | 30.2668 / 0.8511 | 26.8093 / 0.7377 | 29.0059 / 0.8183 | △ |
+| △ | x6 | 27.0907 / 0.7775 | 24.7129 / 0.6438 | 26.7694 / 0.7422 | △ |
+| △ | x12 | 22.9046 / 0.6255 | 21.5378 / 0.5088 | 23.7269 / 0.6373 | △ |
+| △ | x18 | 20.8445 / 0.5390 | 20.0215 / 0.4521 | 22.1920 / 0.5947 | △ |
+| △ | x24 | 19.7305 / 0.5033 | 19.0703 / 0.4218 | 21.2025 / 0.5714 | △ |
+| △ | x30 | 18.6646 / 0.4818 | 18.0210 / 0.3905 | 20.5022 / 0.5568 | △ |
+
+Note:
+
+- △ refers to ditto.
+- The two configs only differs in _testing pipeline_. So they use the same checkpoint.
+- Data is normalized according to [EDSR](/configs/restorers/edsr).
+- Evaluated on RGB channels, `scale` pixels in each border are cropped before evaluation.