Super-resolution on IXI T2w (PSNR, SSIM)
40.43PSNREDSR + MMHCA+ (ours)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EDSR + MMHCA+ (ours)Scaling factor=2x, module=multi-contrast2022.04 | 40.43 | 98.77 | |
| SERAN+Scaling factor=2x2022.04 | 40.3 | 98.74 | |
| EDSR + MMHCA (ours)Scaling factor=2x, module=multi-contrast2022.04 | 40.28 | 98.74 | |
| SERANScaling factor=2x2022.04 | 40.18 | 98.72 | |
| EDSR + MCBAMScaling factor=2x2022.04 | 40.13 | 98.71 | |
| EDSR + MCSAMScaling factor=2x2022.04 | 40.12 | 98.71 | |
| EDSR + MHCA (ours)Scaling factor=2x, module=single-contrast2022.04 | 40.11 | 98.71 | |
| EDSR + CBAMScaling factor=2x2022.04 | 39.82 | 98.65 | |
| EDSRScaling factor=2x2022.04 | 39.81 | 98.65 | |
| EDSR + CSAMScaling factor=2x2022.04 | 39.81 | 98.65 | |
| CNN+ESPC + MMHCA+ (ours)Scaling factor=2x, module=multi-contrast2022.04 | 39.76 | 98.63 | |
| CSNScaling factor=2x2022.04 | 39.71 | 98.63 | |
| CNN+ESPC + MMHCA (ours)Scaling factor=2x, module=multi-contrast2022.04 | 39.71 | 98.62 | |
| FSCWRNScaling factor=2x2022.04 | 39.44 | 98.55 | |
| IDNScaling factor=2x2022.04 | 39.09 | 98.46 | |
| CNN+ESPC + MHCA (ours)Scaling factor=2x, module=single-contrast2022.04 | 39.04 | 98.47 | |
| CNN+ESPC + MCSAMScaling factor=2x2022.04 | 38.98 | 98.45 | |
| CNN+ESPC + MCBAMScaling factor=2x2022.04 | 38.91 | 98.44 | |
| RDNScaling factor=2x2022.04 | 38.75 | 98.38 | |
| CNN+ESPCScaling factor=2x2022.04 | 38.67 | 98.37 | |
| CNN+ESPC + CBAMScaling factor=2x2022.04 | 38.67 | 98.38 | |
| VDSRScaling factor=2x2022.04 | 38.65 | 98.36 | |
| CNN+ESPC + CSAMScaling factor=2x2022.04 | 38.57 | 98.35 | |
| SRCNNScaling factor=2x2022.04 | 37.32 | 97.96 | |
| BicubicScaling factor=2x2022.04 | 33.44 | 95.89 | |
| T2NetScaling factor=2x2022.04 | 29.38 | 87.2 |