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 perception validation dossier end to end for a synthetic Aurora-7 detector: defined IoU-based detection correctly, scored precision/recall and the VRU false-negative rate, sliced recall by night, occlusion, and rarity, and translated the worst misses into ISO 21448 SOTIF chains with concrete mitigations. The final release verdict was evidence-based and internally consistent, and the real Uber Tempe crash analysis correctly mapped to the night-time pedestrian failure mode.
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 and interpreted the key detection metrics from the synthetic table, including the VRU false-negative rate of 0.24 as the safety-critical number.
- Identified the sharp recall collapse at night (0.39) and under occlusion (0.45), with the worst combined slice at 0.27.
- Wrote concrete ISO 21448-style mitigations such as sensor-fusion fallback, reduced-speed operation in low visibility, and targeted rare-class/night data collection.
- Issued a conditional release recommendation that explicitly cites the dossier’s own metrics and avoids an unsafe unconditional GO.
- Leakage-Free Detection Definition
- Honest Safety Metric Evaluation
Meine eingereichte Arbeit20 Aufgaben
12 Aufgaben · 16.6k Zeichen · Python · 8 Textantworten · 845 Wörter
- Sensor Match557 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 Triage1.8k Zeichen
- Sotif Case2.1k Zeichen
- Ship Verdict1.5k 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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