Time Series Anomaly Detection on Gait
97.7F1 ScorePI
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PITSAD Model=TcnED2024.10 | 97.7 | — | — | |
| LOSSTSAD Model=TcnED2024.10 | 97.4 | — | — | |
| ORIGTSAD Model=TcnED2024.10 | 95.8 | — | — | |
| PLDATSAD Model=TcnED2024.10 | 95.4 | — | — | |
| PLDATSAD Model=NeuTral2024.10 | 93.5 | — | — | |
| ORIGTSAD Model=NeuTral2024.10 | 91 | — | — | |
| LOSSTSAD Model=NeuTral2024.10 | 87.7 | — | — | |
| PLDATSAD Model=TranAD2024.10 | 85.8 | — | — | |
| PITSAD Model=NeuTral2024.10 | 85.2 | — | — | |
| ORIGTSAD Model=TranAD2024.10 | 69.1 | — | — | |
| PITSAD Model=TranAD2024.10 | 68.3 | — | — | |
| LOSSTSAD Model=TranAD2024.10 | 66.9 | — | — | |
| PLDATSAD Model=NCAD2024.10 | 65.2 | — | — | |
| LOSSTSAD Model=NCAD2024.10 | 44 | — | — | |
| PITSAD Model=NCAD2024.10 | 40.1 | — | — | |
| ORIGTSAD Model=NCAD2024.10 | 36.9 | — | — | |
| DIFBackbone=Dilated CNN2022.06 | — | 0.998 | 0.835 | |
| EIFRepresentation=TS2Vec2022.06 | — | 0.997 | 0.772 | |
| eTranADEnsemble=true2022.06 | — | 0.998 | 0.806 | |
| iForestRepresentation=TS2Vec2022.06 | — | 0.997 | 0.741 | |
| LeSiNNRepresentation=TS2Vec2022.06 | — | 0.998 | 0.829 |