Time Series Reconstruction on PTB-XL (test)
76.81PRDiTransformer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| iTransformerParams=1.44M, FLOPs=0.01G, Steps=NA, Inference Time=0.003s2025.11 | 76.81 | 496.26 | 4.2 | |
| TimeMixerParams=9.01M, FLOPs=12.70G, Steps=NA, Inference Time=0.003s2025.11 | 53.14 | 243.08 | 4.07 | |
| PatchTSTParams=17.19M, FLOPs=1.96G, Steps=NA, Inference Time=0.003s2025.11 | 44.4 | 165.89 | 3.65 | |
| TimesNetParams=4.69M, FLOPs=25.01G, Steps=NA, Inference Time=0.02s2025.11 | 37.43 | 144.7 | 2.45 | |
| DiffwaveParams=24.56M, FLOPs=7.76T, Steps=200, Inference Time=4.64s2025.11 | 28.23 | 105.89 | 2.84 | |
| SSSDS4ImputerParams=24.63M, FLOPs=7.82T, Steps=200, Inference Time=46.17s2025.11 | 23.69 | 76.93 | 2.23 | |
| DeScoD-ECGParams=38.47M, FLOPs=5.54T, Steps=40, Inference Time=0.46s2025.11 | 16.54 | 52.71 | 0.98 | |
| MDFFParams=40.29M, FLOPs=5.91T, Steps=40, Inference Time=0.85s2025.11 | 7.21 | 21.63 | 0.66 |