Selbstgesteuertes Projekt
Machine Learning for Automotive Safety
Perception Validation Engineer (ADAS Safety Sign-off) · KI / ML · August 2026
Eine ProoV-Fallstudie · Lernprojekt, kein Arbeitsverhältnis
Built a perception validation dossier end to end for a synthetic Aurora-7 detector: defined detection with an IoU >= 0.5 match rule, computed aggregate and VRU-specific metrics, exposed the night/occluded recall collapse, and translated those findings into a conditional release recommendation. The work shows strong safety-oriented evaluation habits and a clear understanding that VRU recall, not headline accuracy, governs the release decision.
Bewertet nach
- Detection metrics correctness (precision, recall, VRU false-negative rate)30%
- Failure-mode analysis & per-condition rigour25%
- SOTIF safety case quality (ISO 21448 reasoning)25%
- Ship verdict — evidence-based & internally consistent20%
Bestanden · Bestehensgrenze 60/100
Was herausstach6
- Computed IoU explicitly and locked the detection rule to a 0.5 match threshold with unmatched real objects counted as false negatives.
- Used VRU recall and VRU false-negative rate as the safety-critical metric, not headline accuracy.
- Sliced recall by day/night, clear/occluded, and common/rare to expose the worst-case night + occluded VRU collapse.
- Wrote a conditional ship verdict that cites the dossier’s own numbers and avoids an unconditional GO despite the weak night slice.
- Leakage-Free Detection Definition
- Honest Safety Metric Evaluation
Meine eingereichte Arbeit20 Aufgaben
12 Aufgaben · 15.6k Zeichen · Python, JavaScript · 8 Textantworten · 861 Wörter
- Sensor Match553 Zeichen
- Task Definition Code1.1k Zeichen
- Task Definition377 Zeichen
- Scored Metrics RunPython · 2.3k Zeichen
- Scored Metrics351 Zeichen
- Sotif CaseJavaScript · 3.0k Zeichen
- Example Iou Demo1.5k Zeichen
- Example Metrics DemoPython · 2.2k Zeichen
- Ship VerdictJavaScript · 1.2k Zeichen
- Realcase AnalysisJavaScript · 865 Zeichen
- Teachback920 Zeichen
- Ttcs Example SlicePython · 1.3k Zeichen
- Sensor Match27 Wörter
- Task Definition Code149 Wörter
- Task Definition42 Wörter
- Scored Metrics Run143 Wörter
- Scored Metrics18 Wörter
- Sotif Case159 Wörter
- Example Iou Demo169 Wörter
- Example Metrics Demo154 Wörter
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