Reconstruction on UK Biobank fMRI
0.03MSEgDiT
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| gDiTNumber of parameters (M)=10.36, FLOPS (G)=3.95, Latency (ms)=544, Inference time (ms)=0.322026.07 | 0.03 | 9.17 | 0.85 | 0.63 | 20.08 | |
| gLDMNumber of parameters (M)=9.31, FLOPS (G)=0.14, Latency (ms)=146, Inference time (ms)=0.412026.07 | 0.03 | 8.6 | 0.87 | 0.67 | 20.67 | |
| gMMVAENumber of parameters (M)=9.22, FLOPS (G)=0.02, Latency (ms)=31, Inference time (ms)=0.142026.07 | 0.03 | 8.57 | 0.87 | 0.67 | 20.7 | |
| vDiTNumber of parameters (M)=1.85, FLOPS (G)=3.95, Latency (ms)=542, Inference time (ms)=0.312026.07 | 0.04 | 10.84 | 0.79 | 0.51 | 18.61 | |
| vLDMNumber of parameters (M)=0.8, FLOPS (G)=0.15, Latency (ms)=107, Inference time (ms)=0.302026.07 | 0.04 | 10.85 | 0.79 | 0.51 | 18.61 | |
| vMMVAENumber of parameters (M)=0.71, FLOPS (G)=0.01, Latency (ms)=5, Inference time (ms)=0.082026.07 | 0.04 | 10.84 | 0.79 | 0.51 | 18.62 | |
| WGAN-GPNumber of parameters (M)=2.06, FLOPS (G)=0.03, Latency (ms)=0.90, Inference time (ms)=0.242026.07 | 0.11 | 17.17 | 0.53 | 0.29 | 16.19 | |
| tDDPMNumber of parameters (M)=35.31, FLOPS (G)=125, Latency (ms)=1860, Inference time (ms)=0.222026.07 | 0.13 | 18.98 | 0.33 | 0.11 | 14.47 |