anime_comparisons.md 7.7 KB
Comparisons among different anime models
Update News
- 2022/04/24: Release AnimeVideo-v3. We have made the following improvements:
- better naturalness
- Fewer artifacts
- more faithful to the original colors
- better texture restoration
- better background restoration
Comparisons
We have compared our RealESRGAN-AnimeVideo-v3 with the following methods. Our RealESRGAN-AnimeVideo-v3 can achieve better results with faster inference speed.
- waifu2x with the hyperparameters:
tile=0,noiselevel=2 - Real-CUGAN: we use the 20220227 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.
| GPU | Input Resolution | waifu2x | Real-CUGAN | RealESRGAN-AnimeVideo-v3 |
|---|---|---|---|---|
| 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
- TODO