Denoising Autoencoding on MNIST
27.68PSNRViTCA-32
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ViTCA-32# Params=91.7K, heads=322022.11 | 27.68 | 94.6 | 0.026 | |
| ViTCA# Params=91.7K2022.11 | 27.01 | 94 | 0.028 | |
| ViTCA-32xy# Params=92.0K, heads=32, positional_encoding=xy-coordinate2022.11 | 26.97 | 94.2 | 0.028 | |
| ViTCA-i16# Params=54.3K, bottleneck=inverted, heads=162022.11 | 26.42 | 93.5 | 0.031 | |
| ViTCA-i16xy# Params=54.4K, bottleneck=inverted, heads=16, positional_encoding=xy-coordinate2022.11 | 26.28 | 93.6 | 0.031 | |
| ViTCA-i# Params=54.3K, bottleneck=inverted2022.11 | 26.03 | 93 | 0.033 | |
| ViTCA-ixy# Params=54.4K, bottleneck=inverted, positional_encoding=xy-coordinate2022.11 | 25.95 | 93.3 | 0.033 | |
| UNetCA# Params=52.0K2022.11 | 25.61 | 92.9 | 0.034 | |
| U-Net# Params=104.5K2022.11 | 23.43 | 89.7 | 0.049 | |
| ViT# Params=83.4K2022.11 | 16.02 | 63.1 | 0.254 |