TABLE IV.
Ablation studies on the LeqMod using Unet as a baseline. Metrics were averaged across all test cases from the three scanners.
| NRMSE (↓) | PSNR (↑) | SSIM (↑) | SUVmean bias (%) (o) | SUVmax bias (%) (o) | TLG bias (%) (o) | |
|---|---|---|---|---|---|---|
| Baseline | 0.339±0.413 | 52.197±7.094 | 98.941±2.095 | −13.782±18.877 | −18.105±22.735 | −5.062±7.679 |
| +LeMod | 0.331±0.278 | 52.388±7.067 | 99.040±1.879 | −12.802±17.650 | −14.244±22.251 | −4.072±6.079 |
| +QuMod | 0.322±0.634 | 52.510±7.137 | 99.103±1.454 | −13.110±18.497 | −16.779±21.947 | −4.433±7.723 |
| +LeqMod | 0.314±0.279 | 52.555±7.156 | 99.135±1.378 | −10.546±15.618 | −12.190±19.778 | −3.725±6.325 |
(↑), (↓) and (o) represent expecting higher, lower, and zero-approaching values, respectively.