Diffusion-generated time series detection on WaveStitch Out-of-Distribution (OOD)
98.5F1 ScoreDisjoint-CNN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Disjoint-CNNSequence Length=32-length, Test Condition=Out-of-Distribution (OOD)2026.05 | 98.5 | 98.3 | 99.9 | 99.9 | 99.2 | |
| Disjoint-CNNSequence Length=64-length, Test Condition=Out-of-Distribution (OOD)2026.05 | 95.4 | 93.7 | 97.2 | 98.1 | 81.6 | |
| Disjoint-CNNSequence Length=128-length, Test Condition=Out-of-Distribution (OOD)2026.05 | 80.8 | 75.9 | 93.5 | 93 | 73.1 | |
| DIRESequence Length=32-length, Test Condition=Out-of-Distribution (OOD)2026.05 | 76.4 | 69.9 | 77.5 | 79.1 | 10 | |
| DIRESequence Length=64-length, Test Condition=Out-of-Distribution (OOD)2026.05 | 67.1 | 55.6 | 63.5 | 63.9 | 0 | |
| DIRESequence Length=128-length, Test Condition=Out-of-Distribution (OOD)2026.05 | 59.6 | 50.4 | 55.3 | 56.4 | 2.01 |