Selbstgesteuertes Projekt
Machine Learning for Automotive Safety
Perception Validation Engineer (ADAS Safety Sign-off) · KI / ML · Juli 2026
Eine ProoV-Fallstudie · Lernprojekt, kein Arbeitsverhältnis
Built a complete perception-validation dossier for a synthetic Aurora-7 detector: defined detection correctly with an IoU >= 0.5 match rule, scored the table to obtain aggregate precision/recall and a VRU false-negative rate, then sliced recall by lighting and occlusion to surface the night and occluded pedestrian risks. The final recommendation was evidence-based and conditionally scoped, with SOTIF-style mitigations and a real-case comparison to the Tempe crash.
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
- Correctly anchored the detection rule to IoU >= 0.5 and treated unmatched real objects as false negatives.
- Computed and foregrounded the VRU false-negative rate as the safety-critical metric, not just aggregate accuracy.
- Exposed the dangerous slices clearly: night recall at 0.39, occluded recall at 0.45, and night+occluded at 0.27.
- Produced a conditional ship verdict that explicitly ties release scope to the weak night performance.
- Leakage-Free Detection Definition
- Honest Safety Metric Evaluation
Meine eingereichte Arbeit20 Aufgaben
12 Aufgaben · 17.4k Zeichen · Python, JavaScript · 8 Textantworten · 845 Wörter
- Sensor Match553 Zeichen
- Example Iou Demo1.5k Zeichen
- Task Definition Code1.1k Zeichen
- Task Definition377 Zeichen
- Example Metrics DemoPython · 2.2k Zeichen
- Scored Metrics RunPython · 2.3k Zeichen
- Scored Metrics351 Zeichen
- Ttcs Example SlicePython · 1.3k Zeichen
- Ttcs Triage SlicePython · 1.6k Zeichen
- Failure Triage1.7k Zeichen
- Sotif CaseJavaScript · 2.5k Zeichen
- Ship Verdict1.9k Zeichen
- Sensor Match27 Wörter
- Example Iou Demo169 Wörter
- Task Definition Code149 Wörter
- Task Definition42 Wörter
- Example Metrics Demo154 Wörter
- Scored Metrics Run143 Wörter
- Scored Metrics18 Wörter
- Ttcs Example Slice143 Wörter
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