Super-resolution on IXI T2w
32.7PSNREDSR + MMHCA+ (ours)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EDSR + MMHCA+ (ours)Scaling factor=4x, module=multi-contrast2022.04 | 32.7 | 0.9469 | |
| SERAN+Scaling factor=4x2022.04 | 32.62 | 0.9472 | |
| EDSR + MMHCA (ours)Scaling factor=4x, module=multi-contrast2022.04 | 32.51 | 0.9452 | |
| SERANScaling factor=4x2022.04 | 32.4 | 0.9455 | |
| EDSR + MCBAMScaling factor=4x2022.04 | 32.18 | 0.9421 | |
| EDSR + MCSAMScaling factor=4x2022.04 | 32.17 | 0.9417 | |
| EDSR + MHCA (ours)Scaling factor=4x, module=single-contrast2022.04 | 32.15 | 0.9418 | |
| CSNScaling factor=4x2022.04 | 32.05 | 0.9413 | |
| EDSRScaling factor=4x2022.04 | 31.83 | 0.9377 | |
| EDSR + CSAMScaling factor=4x2022.04 | 31.83 | 0.9377 | |
| EDSR + CBAMScaling factor=4x2022.04 | 31.81 | 0.9374 | |
| FSCWRNScaling factor=4x2022.04 | 31.71 | 0.9359 | |
| CNN+ESPC + MMHCA (ours)Scaling factor=4x, module=multi-contrast2022.04 | 31.52 | 0.9337 | |
| CNN+ESPC + MMHCA+ (ours)Scaling factor=4x, module=multi-contrast2022.04 | 31.52 | 0.9337 | |
| RDNScaling factor=4x2022.04 | 31.45 | 0.9324 | |
| IDNScaling factor=4x2022.04 | 31.37 | 0.9312 | |
| CNN+ESPC + MCSAMScaling factor=4x2022.04 | 30.94 | 0.9265 | |
| VDSRScaling factor=4x2022.04 | 30.79 | 0.924 | |
| CNN+ESPC + MCBAMScaling factor=4x2022.04 | 30.79 | 0.9238 | |
| CNN+ESPC + MHCA (ours)Scaling factor=4x, module=single-contrast2022.04 | 30.76 | 0.9233 | |
| CNN+ESPC + CSAMScaling factor=4x2022.04 | 30.58 | 0.9211 | |
| CNN+ESPCScaling factor=4x2022.04 | 30.57 | 0.921 | |
| CNN+ESPC + CBAMScaling factor=4x2022.04 | 30.47 | 0.9192 | |
| SRCNNScaling factor=4x2022.04 | 29.69 | 0.9052 | |
| T2NetScaling factor=4x2022.04 | 28.66 | 0.85 | |
| BicubicScaling factor=4x2022.04 | 27.86 | 0.8611 |