Reconstruction on UK Biobank sMRI
0.23MSEgLDM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| gLDMNumber of parameters (M)=9.31, FLOPS (G)=0.14, Latency (ms)=146, Inference time (ms)=0.412026.07 | 0.23 | 3.33 | 0.99 | 31.29 | |
| gMMVAENumber of parameters (M)=9.22, FLOPS (G)=0.02, Latency (ms)=31, Inference time (ms)=0.142026.07 | 0.23 | 3.29 | 0.99 | 31.38 | |
| vDiTNumber of parameters (M)=1.85, FLOPS (G)=3.95, Latency (ms)=542, Inference time (ms)=0.312026.07 | 0.24 | 3.41 | 0.99 | 31.07 | |
| vLDMNumber of parameters (M)=0.8, FLOPS (G)=0.15, Latency (ms)=107, Inference time (ms)=0.302026.07 | 0.24 | 3.4 | 0.99 | 31.09 | |
| vMMVAENumber of parameters (M)=0.71, FLOPS (G)=0.01, Latency (ms)=5, Inference time (ms)=0.082026.07 | 0.24 | 3.38 | 0.99 | 31.15 | |
| gDiTNumber of parameters (M)=10.36, FLOPS (G)=3.95, Latency (ms)=544, Inference time (ms)=0.322026.07 | 0.31 | 3.58 | 0.99 | 30.81 | |
| WGAN-GPNumber of parameters (M)=2.06, FLOPS (G)=0.03, Latency (ms)=0.90, Inference time (ms)=0.242026.07 | 2.4 | 9.86 | 0.97 | 23.01 | |
| tDDPMNumber of parameters (M)=35.31, FLOPS (G)=125, Latency (ms)=1860, Inference time (ms)=0.222026.07 | 63.11 | 57.5 | 0.33 | 6.09 |