Classical Image Super-Resolution on BSD100 (PSNR, SSIM)
32.63PSNRHAT† + i-LN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HAT† + i-LNBackbone=HAT†, Scale=×2, Normalization=i-LN2025.04 | 32.63 | 90.53 | |
| HAT† + LNBackbone=HAT†, Scale=×2, Normalization=LayerNorm2025.04 | 32.62 | 90.53 | |
| SwinIR-EQScale=x2, Parameters=5.2M2026.02 | 32.46 | 90.32 | |
| SwinIRScale=x2, Parameters=11.8M2026.02 | 32.45 | 90.3 | |
| NLSAScale=x22026.02 | 32.43 | 90.27 | |
| SANScale=x2, Parameters=15.7M2026.02 | 32.42 | 90.28 | |
| RCANScale=x2, Parameters=15.4M2026.02 | 32.41 | 90.27 | |
| IGNNScale=x22026.02 | 32.41 | 90.25 | |
| HANScale=x2, Parameters=16.1M2026.02 | 32.41 | 90.27 | |
| HAT† + LNBackbone=HAT†, Scale=×4, Normalization=LayerNorm2025.04 | 28 | 75.17 | |
| HAT† + i-LNBackbone=HAT†, Scale=×4, Normalization=i-LN2025.04 | 28 | 75.2 |