diff --git a/README.md b/README.md
index 9cea171..5be56ef 100644
--- a/README.md
+++ b/README.md
@@ -12,7 +12,7 @@
[](https://github.com/xinntao/Real-ESRGAN/blob/master/.github/workflows/pylint.yml)
[](https://github.com/xinntao/Real-ESRGAN/blob/master/.github/workflows/publish-pip.yml)
-:fire: :fire: :fire: Add **small video models** for anime videos (**针对动漫视频的小模型**). Please see [anime video models](docs/anime_video_model.md).
+:fire: Update the **RealESRGAN AnimeVideo-v3** model **更新动漫视频的小模型**. Please see [anime video models](docs/anime_video_model.md) and [comparisons](docs/anime_comparisons.md) for more details.
1. [Colab Demo](https://colab.research.google.com/drive/1k2Zod6kSHEvraybHl50Lys0LerhyTMCo?usp=sharing) for Real-ESRGAN 
.
2. [Colab Demo](https://colab.research.google.com/drive/1yNl9ORUxxlL4N0keJa2SEPB61imPQd1B?usp=sharing) for Real-ESRGAN (**anime videos**) .
@@ -39,9 +39,10 @@ Other recommended projects:
---
-
+
🚩Updates
+- ✅ Update the **RealESRGAN AnimeVideo-v3** model. Please see [anime video models](docs/anime_video_model.md) and [comparisons](docs/anime_comparisons.md) for more details.
- ✅ Add small models for anime videos. More details are in [anime video models](docs/anime_video_model.md).
- ✅ Add the ncnn implementation [Real-ESRGAN-ncnn-vulkan](https://github.com/xinntao/Real-ESRGAN-ncnn-vulkan).
- ✅ Add [*RealESRGAN_x4plus_anime_6B.pth*](https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.2.4/RealESRGAN_x4plus_anime_6B.pth), which is optimized for **anime** images with much smaller model size. More details and comparisons with [waifu2x](https://github.com/nihui/waifu2x-ncnn-vulkan) are in [**anime_model.md**](docs/anime_model.md)
@@ -55,10 +56,10 @@ Other recommended projects:
-
+
🧩Projects that use Real-ESRGAN
- If you develop/use Real-ESRGAN in your projects, welcome to let me know 👋
+ 👋 If you develop/use Real-ESRGAN in your projects, welcome to let me know.
- NCNN-Android: [RealSR-NCNN-Android](https://github.com/tumuyan/RealSR-NCNN-Android) by [tumuyan](https://github.com/tumuyan)
- VapourSynth: [vs-realesrgan](https://github.com/HolyWu/vs-realesrgan) by [HolyWu](https://github.com/HolyWu)
@@ -77,7 +78,7 @@ Other recommended projects:
-👀Demo videos👀
+👀Demo videos
- [大闹天宫片段](https://www.bilibili.com/video/BV1ja41117zb)
diff --git a/README_CN.md b/README_CN.md
index 18cb9bf..5e3b661 100644
--- a/README_CN.md
+++ b/README_CN.md
@@ -12,7 +12,7 @@
[](https://github.com/xinntao/Real-ESRGAN/blob/master/.github/workflows/pylint.yml)
[](https://github.com/xinntao/Real-ESRGAN/blob/master/.github/workflows/publish-pip.yml)
-:fire: :fire: :fire: 添加了**针对动漫视频的小模型**, 更多信息在 [anime video models](docs/anime_video_model.md) 中.
+:fire: 更新动漫视频的小模型 **RealESRGAN AnimeVideo-v3**. 更多信息在 [anime video models](docs/anime_video_model.md) 和 [comparisons](docs/anime_comparisons.md)中.
1. Real-ESRGAN的[Colab Demo](https://colab.research.google.com/drive/1k2Zod6kSHEvraybHl50Lys0LerhyTMCo?usp=sharing) .
2. Real-ESRGAN的 **动漫视频** 的[Colab Demo](https://colab.research.google.com/drive/1yNl9ORUxxlL4N0keJa2SEPB61imPQd1B?usp=sharing) .
@@ -39,9 +39,10 @@ Real-ESRGAN 的目标是开发出**实用的图像/视频修复算法**。
---
-
+
🚩更新
+- ✅ 更新动漫视频的小模型 **RealESRGAN AnimeVideo-v3**. 更多信息在 [anime video models](docs/anime_video_model.md) 和 [comparisons](docs/anime_comparisons.md)中.
- ✅ 添加了针对动漫视频的小模型, 更多信息在 [anime video models](docs/anime_video_model.md) 中.
- ✅ 添加了ncnn 实现：[Real-ESRGAN-ncnn-vulkan](https://github.com/xinntao/Real-ESRGAN-ncnn-vulkan).
- ✅ 添加了 [*RealESRGAN_x4plus_anime_6B.pth*](https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.2.4/RealESRGAN_x4plus_anime_6B.pth)，对二次元图片进行了优化，并减少了model的大小。详情 以及 与[waifu2x](https://github.com/nihui/waifu2x-ncnn-vulkan)的对比请查看[**anime_model.md**](docs/anime_model.md)
@@ -55,10 +56,10 @@ Real-ESRGAN 的目标是开发出**实用的图像/视频修复算法**。
-
+
🧩使用Real-ESRGAN的项目
- 如果你开发/使用/集成了Real-ESRGAN, 欢迎联系我添加 👋
+ 👋 如果你开发/使用/集成了Real-ESRGAN, 欢迎联系我添加
- NCNN-Android: [RealSR-NCNN-Android](https://github.com/tumuyan/RealSR-NCNN-Android) by [tumuyan](https://github.com/tumuyan)
- VapourSynth: [vs-realesrgan](https://github.com/HolyWu/vs-realesrgan) by [HolyWu](https://github.com/HolyWu)
@@ -75,8 +76,8 @@ Real-ESRGAN 的目标是开发出**实用的图像/视频修复算法**。
-
-👀Demo视频（B站）👀
+
+👀Demo视频（B站）
- [大闹天宫片段](https://www.bilibili.com/video/BV1ja41117zb)
diff --git a/docs/anime_comparisons.md b/docs/anime_comparisons.md
index ae3937f..246d866 100644
--- a/docs/anime_comparisons.md
+++ b/docs/anime_comparisons.md
@@ -1,52 +1,65 @@
# Comparisons among different anime models
## Update News
-- 2022/04/22: Release AnimeVideo-**v3**, we have made the following improvements:
+
+- 2022/04/24: Release **AnimeVideo-v3**. We have made the following improvements:
- **better naturalness**
- - **less artifacts**
+ - **Fewer artifacts**
- **more faithful to the original colors**
- **better texture restoration**
- **better background restoration**
-## Compare methods
-* [waifu2x](https://github.com/nihui/waifu2x-ncnn-vulkan): the hyperparameters: `tile=0 `, `noiselevel=2`
-* [Real-CUGAN](https://github.com/bilibili/ailab/tree/main/Real-CUGAN):
- we use the [20220227](https://github.com/bilibili/ailab/releases/tag/Real-CUGAN-add-faster-low-memory-mode) version,
- the hyperparameters are: `cache_mode=0`, `tile=0`, `alpha=1`.
-* RealESRGAN-AnimeVideo-**v3** (ours latest released animevideo model)
+## Comparisons
-## results
+We have compared our RealESRGAN-AnimeVideo-v3 with the following methods.
+Our RealESRGAN-AnimeVideo-v3 can achieve better results with faster inference speed.
+
+- [waifu2x](https://github.com/nihui/waifu2x-ncnn-vulkan) with the hyperparameters: `tile=0`, `noiselevel=2`
+
+- [Real-CUGAN](https://github.com/bilibili/ailab/tree/main/Real-CUGAN):
+ we use the [20220227](https://github.com/bilibili/ailab/releases/tag/Real-CUGAN-add-faster-low-memory-mode) version, the hyperparameters are: `cache_mode=0`, `tile=0`, `alpha=1`.
+- our RealESRGAN-AnimeVideo-v3
+
+## Results
You may need to **zoom in** for comparing details, or **click the image** to see in the full size.
+**More natural results, better background restoration**
+| Input | waifu2x | Real-CUGAN | RealESRGAN
AnimeVideo-v3 |
+| :---: | :---: | :---: | :---: |
+| |  |  |  |
+| |  |  |  |
+| |  |  |  |
+
+**Fewer artifacts, better detailed textures**
| Input | waifu2x | Real-CUGAN | RealESRGAN
AnimeVideo-v3 |
| :---: | :---: | :---: | :---: |
| |  |  |  |
-| |  |  |  |
| |  |  |  |
-| |  |  |  |
-| |  |  |  |
-| |  |  |  |
| |  |  |  |
+| |  |  |  |
+
+**Other better results**
+| Input | waifu2x | Real-CUGAN | RealESRGAN
AnimeVideo-v3 |
+| :---: | :---: | :---: | :---: |
| |  |  |  |
-| |  |  |  |
-| |  |  |  |
| |  |  |  |
|  |   |   |   |
+| |  |  |  |
+| |  |  |  |
+## Inference Speed
+### PyTorch
+Note that we only report the **model** time, and ignore the IO time.
-
-## Speed
-### pytorch
-Note that we only report the **model** speed, and IO time is not considered.
-
-| GPU | Input Resolution | waifu2x | Real-CUGAN | RealESRGAN-AnimeVideo-v3
+| GPU | Input Resolution | waifu2x | Real-CUGAN | RealESRGAN-AnimeVideo-v3
| :---: | :---: | :---: | :---: | :---: |
-| V100 | 1921x1080 | - | 3.4 fps | **10.0** fps |
-| V100 | 1280x720 | - | 7.2 fps | **22.6** fps |
-| V100 | 640x480 | - | 24.4 fps | **65.9** fps |
+| V100 | 1921 x 1080 | - | 3.4 fps | **10.0** fps |
+| V100 | 1280 x 720 | - | 7.2 fps | **22.6** fps |
+| V100 | 640 x 480 | - | 24.4 fps | **65.9** fps |
### ncnn
-- [ ] update ncnn library of [Real-ESRGAN-ncnn-vulkan](https://github.com/xinntao/Real-ESRGAN-ncnn-vulkan) for a fair comparison.
\ No newline at end of file
+
+- [ ] TODO
diff --git a/docs/anime_video_model.md b/docs/anime_video_model.md
index 513b07e..ba211ac 100644
--- a/docs/anime_video_model.md
+++ b/docs/anime_video_model.md
@@ -1,6 +1,7 @@
# Anime Video Models
-:white_check_mark: We add small models that are optimized for anime videos :-)
+:white_check_mark: We add small models that are optimized for anime videos :-)
+More comparisons can be found in [anime_comparisons.md](docs/anime_comparisons.md)
- [How to Use](#how-to-use)
- [PyTorch Inference](#pytorch-inference)