Anomaly Detection on ESA-ADB
92.9Event-wise F0.5Logistic Regression
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Logistic Regression#segments=50|1000|20002026.04 | 92.9 | — | — | |
| Forecasting & thresholdOptimization Status=Baseline, Parameters=317k, MACs=56,735k, RAM (KB)=2,043, ROM (KB)=1,2942026.03 | 92.7 | 99.8 | 72.3 | |
| Logistic Regression#segments=50|10002026.04 | 90 | — | — | |
| XGBoost#segments=502026.04 | 89.6 | — | — | |
| Logistic Regression#segments=502026.04 | 89.6 | — | — | |
| Forecasting & thresholdOptimization Status=Optimized, Parameters=29k, MACs=354k, RAM (KB)=59, ROM (KB)=1662026.03 | 88.8 | 99.9 | 61.6 | |
| XGBoost#segments=502026.04 | 88.7 | — | — | |
| Logistic Regression#segments=502026.04 | 88.6 | — | — | |
| Logistic Regression#segments=10002026.04 | 86.1 | — | — | |
| Logistic Regression#segments=50|10002026.04 | 85.6 | — | — | |
| Logistic Regression#segments=50|1000|20002026.04 | 85.3 | — | — | |
| LSTM#segments=502026.04 | 84.2 | — | — | |
| XGBoost#segments=50|10002026.04 | 82.8 | — | — | |
| Logistic Regression#segments=50|20002026.04 | 79.4 | — | — | |
| Logistic Regression#segments=1000|20002026.04 | 79.4 | — | — | |
| LSTM#segments=502026.04 | 77.9 | — | — | |
| LSTM#segments=50|20002026.04 | 76.1 | — | — | |
| Direct classificationOptimization Status=Baseline, Parameters=310k, MACs=56,538k, RAM (KB)=1,606, ROM (KB)=1,2682026.03 | 72.4 | 95.3 | 36.9 | |
| Image classificationOptimization Status=Optimized, Parameters=128k, MACs=45,000k, RAM (KB)=1,024, ROM (KB)=5082026.03 | 70.1 | 99.1 | 32.3 | |
| Logistic Regression#segments=50|20002026.04 | 67.9 | — | — | |
| Logistic Regression#segments=1000|20002026.04 | 67.9 | — | — | |
| XGBoost#segments=50|20002026.04 | 65.6 | — | — | |
| Logistic Regression#segments=20002026.04 | 64.4 | — | — | |
| Logistic Regression#segments=10002026.04 | 63.8 | — | — | |
| LSTM#segments=50|20002026.04 | 63.3 | — | — | |
| LSTM#segments=50|10002026.04 | 63.2 | — | — | |
| XGBoost#segments=50|1000|20002026.04 | 62.1 | — | — | |
| XGBoost#segments=50|10002026.04 | 61.2 | — | — | |
| LSTM#segments=10002026.04 | 59.9 | — | — | |
| LSTM#segments=20002026.04 | 59.8 | — | — | |
| LSTM#segments=20002026.04 | 59.3 | — | — | |
| LSTM#segments=50|10002026.04 | 59 | — | — | |
| XGBoost#segments=10002026.04 | 58.7 | — | — | |
| LSTM#segments=10002026.04 | 57 | — | — | |
| LSTM#segments=50|1000|20002026.04 | 56.4 | — | — | |
| Logistic Regression#segments=20002026.04 | 54.7 | — | — | |
| LSTM#segments=1000|20002026.04 | 54.3 | — | — | |
| XGBoost#segments=20002026.04 | 53.8 | — | — | |
| LSTM#segments=1000|20002026.04 | 53.1 | — | — | |
| XGBoost#segments=50|20002026.04 | 53 | — | — | |
| LSTM#segments=50|1000|20002026.04 | 52.5 | — | — | |
| Image classificationOptimization Status=Baseline, Parameters=1,254k, MACs=959,367k, RAM (KB)=8,193, ROM (KB)=4,9022026.03 | 48.6 | 50.2 | 43.1 | |
| Direct classificationOptimization Status=Optimized, Parameters=19k, MACs=907k, RAM (KB)=122, ROM (KB)=1492026.03 | 48.5 | 91.1 | 16.9 | |
| XGBoost#segments=50|1000|20002026.04 | 48.5 | — | — | |
| XGBoost#segments=1000|20002026.04 | 47.1 | — | — | |
| XGBoost#segments=20002026.04 | 36.4 | — | — | |
| XGBoost#segments=1000|20002026.04 | 30.7 | — | — | |
| XGBoost#segments=10002026.04 | 24.3 | — | — |