Reconstruction on SleepEDF
28.91PRDTimeMixer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TimeMixerParams=72.04M, FLOPs=55.91G, Steps=NA, Inference Time=0.003s2025.11 | 28.91 | 293.73 | 1.67 | |
| OursParams=12.63M, FLOPs=6.66T, Steps=40, Inference Time=1.00s2025.11 | 29.59 | 621.26 | 1.91 | |
| PatchTSTParams=145.19M, FLOPs=3.52G, Steps=NA, Inference Time=0.003s2025.11 | 32.5 | 352.81 | 1.68 | |
| DeScoD-ECGParams=12.10M, FLOPs=6.25T, Steps=40, Inference Time=0.64s2025.11 | 34.47 | 627.31 | 1.97 | |
| SSS4ImputerParams=24.41M, FLOPs=23.18T, Steps=200, Inference Time=80.07s2025.11 | 37.04 | 641.46 | 2.05 | |
| TimesNetParams=4.69M, FLOPs=76.31G, Steps=NA, Inference Time=0.024s2025.11 | 39.62 | 479.99 | 2.27 | |
| DiffwaveParams=24.33M, FLOPs=22.99T, Steps=200, Inference Time=5.2s2025.11 | 41.58 | 693.33 | 2.51 | |
| iTransformerParams=1.95M, FLOPs=0.02G, Steps=NA, Inference Time=0.003s2025.11 | 47.61 | 689.01 | 1.97 |