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 that defined detection with an IoU ≥ 0.5 threshold, scored a synthetic detections table, and separated headline metrics from the safety-critical VRU false-negative rate. The dossier then sliced recall by night, occlusion, and rarity, triaged the highest-risk misses, wrote ISO 21448 SOTIF chains with concrete mitigations, and issued an evidence-cited conditional ship recommendation tied to the Uber ATG 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 centered VRU false-negative rate as the safety-critical metric instead of relying on aggregate accuracy
- Exposed the collapse in night and occluded VRU recall, including the worst night+occluded slice at 0.27
- Wrote concrete SOTIF mitigations tied to operating restrictions and sensor-fusion fallback rather than vague monitoring
- Anchored the final recommendation and real-case analysis to the student’s own measured numbers and failure modes
- Leakage-Free Safety Metric Framing
- Condition-Sliced Failure Analysis
Meine eingereichte Arbeit20 Aufgaben
12 Aufgaben · 16.0k Zeichen · Python · 8 Textantworten · 808 Wörter
- Sensor Match553 Zeichen
- Example Iou Demo1.5k Zeichen
- Task Definition378 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 Case2.0k Zeichen
- Ship Verdict1.2k Zeichen
- Realcase Analysis821 Zeichen
- Sensor Match27 Wörter
- Example Iou Demo169 Wörter
- Task Definition42 Wörter
- Example Metrics Demo154 Wörter
- Scored Metrics Run143 Wörter
- Scored Metrics18 Wörter
- Ttcs Example Slice143 Wörter
- Ttcs Triage Slice112 Wörter
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