Image Quality Transfer on Neonatal MRI 34 paired uLF-HF pairs
15.84PSNRBaseline [uLF-HF]
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Baseline [uLF-HF]2025.11 | 15.84 | 0.388 | 0.587 | 0.637 | 0.318 | 0.183 | 0.481 | |
| MRIQT (Ours)prediction target=v-pred, perceptual weight (lambda_p)=0.252025.11 | 15.34 | 0.407 | 0.561 | 0.617 | 0.239 | 0.194 | 0.474 | |
| MRIQTprediction target=epsilon-pred, perceptual weight (lambda_p)=0.252025.11 | 15.23 | 0.41 | 0.569 | 0.622 | 0.277 | 0.195 | 0.488 | |
| MRIQTprediction target=v-pred, perceptual weight (lambda_p)=02025.11 | 15.18 | 0.413 | 0.567 | 0.621 | 0.252 | 0.198 | 0.489 | |
| LoHiResGAN2025.11 | 15.07 | 0.39 | 0.56 | 0.612 | 0.29 | 0.185 | 0.447 | |
| SFNet2025.11 | 14.9 | 0.345 | 0.575 | 0.626 | 0.219 | 0.228 | 0.369 | |
| GAMBAS2025.11 | 14.05 | 0.314 | 0.524 | 0.54 | 0.287 | 0.228 | 0.391 | |
| LF-SynthSR2025.11 | 10.45 | 0.214 | 0.492 | 0.51 | 0.317 | 0.415 | 0.438 |