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ResearchFormerly WizWand

Anomaly Detection on ESA-ADB

92.9Event-wise F0.5Logistic Regression
21.55640.07858.677.122Mar 31, 2026Apr 3, 2026Apr 7, 2026Apr 11, 2026Apr 14, 2026Apr 18, 2026Apr 22, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Logistic Regression#segments=50|1000|20002026.0492.9——
Forecasting & thresholdOptimization Status=Baseline, Parameters=317k, MACs=56,735k, RAM (KB)=2,043, ROM (KB)=1,2942026.0392.799.872.3
Logistic Regression#segments=50|10002026.0490——
XGBoost#segments=502026.0489.6——
Logistic Regression#segments=502026.0489.6——
Forecasting & thresholdOptimization Status=Optimized, Parameters=29k, MACs=354k, RAM (KB)=59, ROM (KB)=1662026.0388.899.961.6
XGBoost#segments=502026.0488.7——
Logistic Regression#segments=502026.0488.6——
Logistic Regression#segments=10002026.0486.1——
Logistic Regression#segments=50|10002026.0485.6——
Logistic Regression#segments=50|1000|20002026.0485.3——
LSTM#segments=502026.0484.2——
XGBoost#segments=50|10002026.0482.8——
Logistic Regression#segments=50|20002026.0479.4——
Logistic Regression#segments=1000|20002026.0479.4——
LSTM#segments=502026.0477.9——
LSTM#segments=50|20002026.0476.1——
Direct classificationOptimization Status=Baseline, Parameters=310k, MACs=56,538k, RAM (KB)=1,606, ROM (KB)=1,2682026.0372.495.336.9
Image classificationOptimization Status=Optimized, Parameters=128k, MACs=45,000k, RAM (KB)=1,024, ROM (KB)=5082026.0370.199.132.3
Logistic Regression#segments=50|20002026.0467.9——
Logistic Regression#segments=1000|20002026.0467.9——
XGBoost#segments=50|20002026.0465.6——
Logistic Regression#segments=20002026.0464.4——
Logistic Regression#segments=10002026.0463.8——
LSTM#segments=50|20002026.0463.3——
LSTM#segments=50|10002026.0463.2——
XGBoost#segments=50|1000|20002026.0462.1——
XGBoost#segments=50|10002026.0461.2——
LSTM#segments=10002026.0459.9——
LSTM#segments=20002026.0459.8——
LSTM#segments=20002026.0459.3——
LSTM#segments=50|10002026.0459——
XGBoost#segments=10002026.0458.7——
LSTM#segments=10002026.0457——
LSTM#segments=50|1000|20002026.0456.4——
Logistic Regression#segments=20002026.0454.7——
LSTM#segments=1000|20002026.0454.3——
XGBoost#segments=20002026.0453.8——
LSTM#segments=1000|20002026.0453.1——
XGBoost#segments=50|20002026.0453——
LSTM#segments=50|1000|20002026.0452.5——
Image classificationOptimization Status=Baseline, Parameters=1,254k, MACs=959,367k, RAM (KB)=8,193, ROM (KB)=4,9022026.0348.650.243.1
Direct classificationOptimization Status=Optimized, Parameters=19k, MACs=907k, RAM (KB)=122, ROM (KB)=1492026.0348.591.116.9
XGBoost#segments=50|1000|20002026.0448.5——
XGBoost#segments=1000|20002026.0447.1——
XGBoost#segments=20002026.0436.4——
XGBoost#segments=1000|20002026.0430.7——
XGBoost#segments=10002026.0424.3——