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 a correct IoU-based detection rule, scored precision/recall and VRU false-negative rate, sliced recall by night/occlusion/rarity to expose the safety-critical gaps, and translated the top misses into concrete ISO 21448 SOTIF mitigations. Finished with an evidence-based conditional release recommendation and a real-world Tempe crash comparison tied back to the same 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 carried forward the correct aggregate metrics from the scored table: precision 0.95, recall 0.87, and VRU false-negative rate 0.24.
- Exposed the safety gap with condition slicing, showing night VRU recall at 0.39 and night+occluded recall at 0.27 instead of relying on the reassuring aggregate.
- Ranked the highest-risk failures in a way that keeps catastrophic VRU misses in the top band, including night-time pedestrian and occluded-child scenarios.
- Wrote concrete ISO 21448-style mitigations such as daylight/visibility restrictions, sensor-fusion fallback, and targeted night/occlusion data rather than vague monitoring language.
- Leakage-Free Detection Definition
- Safety-Critical Metric Selection
Meine eingereichte Arbeit20 Aufgaben
12 Aufgaben · 14.2k Zeichen · Python · 8 Textantworten · 804 Wörter
- Sensor Match553 Zeichen
- Example Iou Demo1.5k Zeichen
- Task Definition Code1.1k Zeichen
- Task Definition377 Zeichen
- Scored Metrics RunPython · 2.3k Zeichen
- Scored Metrics355 Zeichen
- Ttcs Example SlicePython · 1.3k Zeichen
- Ttcs Triage SlicePython · 1.6k Zeichen
- Failure Triage1.8k Zeichen
- Sotif Case1.7k Zeichen
- Ship Verdict1.0k Zeichen
- Realcase Analysis625 Zeichen
- Sensor Match27 Wörter
- Example Iou Demo169 Wörter
- Task Definition Code149 Wörter
- Task Definition42 Wörter
- Scored Metrics Run143 Wörter
- Scored Metrics19 Wörter
- Ttcs Example Slice143 Wörter
- Ttcs Triage Slice112 Wörter
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