45 lines
1.8 KiB
Markdown
45 lines
1.8 KiB
Markdown
# Benchmark results
|
|
|
|
Warning: This benchmark results is outdated. I will update soon.
|
|
|
|
## Usage
|
|
|
|
```
|
|
th tools/benchmark.lua -dir path/to/dataset_dir -method scale -color y -model1_dir path/to/model_dir
|
|
```
|
|
|
|
## Dataset
|
|
|
|
photo_test: 300 various photos.
|
|
art_test : 90 artworks (PNG only).
|
|
|
|
## 2x upscaling model
|
|
|
|
| Dataset/Model | anime\_style\_art(Y) | anime\_style\_art\_rgb | photo | ukbench|
|
|
|---------------|----------------------|------------------------|---------|--------|
|
|
| photo\_test | 29.83 | 29.81 |**29.89**| 29.86 |
|
|
| art\_test | 36.02 | **36.24**| 34.92 | 34.85 |
|
|
|
|
The evaluation metric is PSNR(Y only), higher is better.
|
|
|
|
## Denosing level 1 model
|
|
|
|
| Dataset/Model | anime\_style\_art | anime\_style\_art\_rgb | photo |
|
|
|--------------------------|-------------------|------------------------|---------|
|
|
| photo\_test Quality 80 | 36.07 | **36.20**| 36.01 |
|
|
| photo\_test Quality 50,45| 31.72 | 32.01 |**32.31**|
|
|
| art\_test Quality 80 | 40.39 | **42.48**| 40.35 |
|
|
| art\_test Quality 50,45 | 35.45 | **36.70**| 36.27 |
|
|
|
|
The evaluation metric is PSNR(RGB), higher is better.
|
|
|
|
## Denosing level 2 model
|
|
|
|
| Dataset/Model | anime\_style\_art | anime\_style\_art\_rgb | photo |
|
|
|--------------------------|-------------------|------------------------|---------|
|
|
| photo\_test Quality 80 | 34.03 | 34.42 |**36.06**|
|
|
| photo\_test Quality 50,45| 31.95 | 32.31 |**32.42**|
|
|
| art\_test Quality 80 | 39.20 | **41.12**| 40.48 |
|
|
| art\_test Quality 50,45 | 36.14 | **37.78**| 36.55 |
|
|
|
|
The evaluation metric is PSNR(RGB), higher is better.
|