Spatiotemporal Imputation on PeMS08 (test)
12.66MAEGiFlow
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GiFlowMissing Rate=20%, Missing Strategy=point2026.06 | 12.66 | 19.83 | 8.43 | |
| OPCRMissing Rate=20%, Missing Strategy=point2026.06 | 12.77 | 19.88 | 8.67 | |
| PriSTIMissing Rate=20%, Missing Strategy=point2026.06 | 13.02 | 20.08 | 8.79 | |
| GRINMissing Rate=20%, Missing Strategy=point2026.06 | 13.72 | 21.49 | 8.82 | |
| LinearMissing Rate=20%, Missing Strategy=point2026.06 | 14.71 | 24.04 | 9.94 | |
| SPINMissing Rate=20%, Missing Strategy=point2026.06 | 14.82 | 24.26 | 9.34 | |
| BRITSMissing Rate=20%, Missing Strategy=point2026.06 | 17.66 | 29.13 | 12.07 | |
| SAITSMissing Rate=20%, Missing Strategy=point2026.06 | 18.15 | 28.28 | 12.48 | |
| GiFlowMissing Rate=20%, Missing Strategy=block2026.06 | 18.7 | 29.97 | 14.02 | |
| PriSTIMissing Rate=20%, Missing Strategy=block2026.06 | 18.94 | 30.77 | 14.48 | |
| SPINMissing Rate=20%, Missing Strategy=block2026.06 | 19.63 | 30.43 | 14.94 | |
| Mean-TMissing Rate=20%, Missing Strategy=point2026.06 | 21.27 | 39.74 | 13.96 | |
| GRINMissing Rate=20%, Missing Strategy=block2026.06 | 21.65 | 36.28 | 16.42 | |
| OPCRMissing Rate=20%, Missing Strategy=block2026.06 | 22.96 | 39.89 | 21.7 | |
| BRITSMissing Rate=20%, Missing Strategy=block2026.06 | 24.29 | 38.36 | 20.45 | |
| LinearMissing Rate=20%, Missing Strategy=block2026.06 | 32.17 | 56.26 | 34.51 | |
| SAITSMissing Rate=20%, Missing Strategy=block2026.06 | 32.31 | 47.23 | 24.55 | |
| Mean-SMissing Rate=20%, Missing Strategy=block2026.06 | 34.69 | 55.86 | 32.39 | |
| Mean-TMissing Rate=20%, Missing Strategy=block2026.06 | 86.36 | 113.37 | 141.93 | |
| Mean-SMissing Rate=20%, Missing Strategy=point2026.06 | 86.64 | 113.59 | 141.4 | |
| KNNMissing Rate=20%, Missing Strategy=block2026.06 | 117.4 | 152.28 | 195.49 | |
| KNNMissing Rate=20%, Missing Strategy=point2026.06 | 117.65 | 152.5 | 195.18 | |
| FPMissing Rate=20%, Missing Strategy=point2026.06 | 118.93 | 149.14 | 206.13 | |
| FPMissing Rate=20%, Missing Strategy=block2026.06 | 118.97 | 149.08 | 206.26 |