MRI Reconstruction on fastMRI knee (val)
89.34Avg SSIMHUMUS-Net
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| HUMUS-Net2022.03 | 89.34 | — | — | — | — | — | — | |
| E2E-VarNet2022.03 | 89.08 | — | — | — | — | — | — | |
| SA-RDM-DCAcceleration factor (R)=42026.07 | 86.6 | — | — | 0.01 | — | — | 34.29 | |
| SENSE-VarNetAcceleration factor (R)=42026.07 | 86.2 | — | — | 0.01 | — | — | 34.23 | |
| MoDLAcceleration factor (R)=42026.07 | 86.1 | — | — | 0.01 | — | — | 34.4 | |
| DC-UNetAcceleration factor (R)=42026.07 | 85.2 | — | — | 0.011 | — | — | 33.32 | |
| UNet-image-SENSEAcceleration factor (R)=42026.07 | 84 | — | — | 0.012 | — | — | 32.79 | |
| Deep J-SenseAcceleration factor=42021.03 | 83.2 | 85.7 | 0.104 | 0.0091 | 0.0064 | 0.0095 | — | |
| ELF-DiffAcceleration factor (R)=42026.07 | 83.2 | — | — | 0.015 | — | — | 32.62 | |
| Score-DiffusionAcceleration factor (R)=42026.07 | 83.1 | — | — | 0.015 | — | — | 32.66 | |
| E2EAcceleration factor=42021.03 | 82.4 | 85.1 | 0.107 | 0.0111 | 0.0068 | 0.0239 | — | |
| MoDLAcceleration factor=42021.03 | 81.4 | 84 | 0.115 | 0.0164 | 0.0087 | 0.0724 | — | |
| SA-RDM-DCAcceleration factor (R)=82026.07 | 81.4 | — | — | 0.015 | — | — | 31.77 | |
| MoDLAcceleration factor (R)=82026.07 | 81.1 | — | — | 0.016 | — | — | 32.13 | |
| SENSE-VarNetAcceleration factor (R)=82026.07 | 80.7 | — | — | 0.015 | — | — | 31.79 | |
| DC-UNetAcceleration factor (R)=82026.07 | 79.2 | — | — | 0.018 | — | — | 30.91 | |
| UNet-image-SENSEAcceleration factor (R)=82026.07 | 78.6 | — | — | 0.019 | — | — | 30.59 | |
| SA-RDM-DCAcceleration factor (R)=122026.07 | 78.6 | — | — | 0.018 | — | — | 30.74 | |
| MoDLAcceleration factor (R)=122026.07 | 78.2 | — | — | 0.018 | — | — | 30.94 | |
| SENSE-VarNetAcceleration factor (R)=122026.07 | 77.7 | — | — | 0.019 | — | — | 30.68 | |
| DC-UNetAcceleration factor (R)=122026.07 | 76.3 | — | — | 0.022 | — | — | 29.94 | |
| ELF-DiffAcceleration factor (R)=82026.07 | 75.8 | — | — | 0.031 | — | — | 29.01 | |
| UNet-image-SENSEAcceleration factor (R)=122026.07 | 75.7 | — | — | 0.022 | — | — | 29.76 | |
| Zero-filledAcceleration factor (R)=42026.07 | 75.3 | — | — | 0.027 | — | — | 28.63 | |
| ELF-DiffAcceleration factor (R)=122026.07 | 72.6 | — | — | 0.034 | — | — | 28.14 | |
| Score-DiffusionAcceleration factor (R)=82026.07 | 69.4 | — | — | 0.054 | — | — | 26.81 | |
| Zero-filledAcceleration factor (R)=82026.07 | 61.4 | — | — | 0.061 | — | — | 24.93 | |
| Score-DiffusionAcceleration factor (R)=122026.07 | 60.9 | — | — | 0.059 | — | — | 26.08 | |
| Zero-filledAcceleration factor (R)=122026.07 | 58.9 | — | — | 0.066 | — | — | 24.59 |