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 for a synthetic Aurora-7 detector with correct IoU-based detection rules, honest precision/recall scoring, and a safety-focused VRU false-negative analysis. Sliced recall by lighting, visibility, and rarity to surface the hardest pedestrian and cyclist cases, then mapped the real Uber ATG Tempe crash to the same night-time pedestrian failure mode using NTSB evidence.
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 elevated VRU false-negative rate as the safety-critical metric instead of headline accuracy
- Exposed the night-time and occluded VRU collapse with concrete recall numbers, including the worst night+occluded slice at 0.27
- Anchored the Tempe crash to the night-time pedestrian miss row and the NTSB timing evidence
- Kept the detection definition consistent with IoU >= 0.5 and unmatched real objects as false negatives
- Leakage-Free Safety Metric Framing
- Condition-Sliced Failure Analysis
Meine eingereichte Arbeit18 Aufgaben
10 Aufgaben · 11.8k 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
- Realcase Analysis848 Zeichen
- Teachback831 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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