Face Super-Resolution on Aligned CelebA
25.47PSNRLightweight U-Net (w/ Heatmap loss)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Lightweight U-Net (w/ Heatmap loss)Scaling=8x, Downsampling=Bilinear, Heatmap loss=true2026.05 | 25.47 | 71.6 | 92.58 | |
| SRFlowScaling=8x, Downsampling=Bilinear2026.05 | 25.2 | 71 | — | |
| EIPNetScaling=8x, Downsampling=Bilinear2026.05 | 25.08 | 74.3 | — | |
| Lightweight U-Net (w/o Heatmap loss)Scaling=8x, Downsampling=Bilinear, Heatmap loss=false2026.05 | 24.66 | 68.6 | 91.45 | |
| VDSRScaling=8x, Downsampling=Bilinear2026.05 | 22.94 | 65.2 | — | |
| ProgFSRScaling=8x, Downsampling=Bilinear2026.05 | 22.66 | 68.5 | — | |
| FSRNetScaling=8x, Downsampling=Bilinear2026.05 | 22.62 | 64.1 | — | |
| FSRGANScaling=8x, Downsampling=Bilinear2026.05 | 22.27 | 60.1 | — | |
| Bilinear (baseline)Scaling=8x, Downsampling=Bilinear2026.05 | 20.75 | 57.4 | — |