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 detection by IoU>=0.5, computed aggregate precision/recall and VRU false-negative rate, and exposed the dangerous night/occlusion slices with per-condition recall analysis. The final recommendation was evidence-based and internally consistent, pairing a daylight-only release with concrete mitigations and a correct comparison to the Uber 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
- Computed and interpreted the IoU threshold correctly, including the explicit miss case at IoU 0.111.
- Reported aggregate precision/recall alongside the VRU false-negative rate and correctly treated VRU recall collapse as the safety issue.
- Sliced recall by lighting, visibility, and rarity, exposing the severe night (0.39) and night+occluded (0.27) collapse.
- Wrote a conditional release verdict that cites its own metrics and stays consistent with the daylight-only mitigation.
- Leakage-Free Detection Definition
- Safety-Critical Metric Selection
Meine eingereichte Arbeit20 Aufgaben
12 Aufgaben · 15.9k Zeichen · Python · 8 Textantworten · 915 Wörter
- Sensor Match553 Zeichen
- Example Iou Demo1.5k Zeichen
- Task Definition Code1.1k 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
- Ship Verdict1.4k Zeichen
- Realcase Analysis976 Zeichen
- Teachback883 Zeichen
- Sensor Match27 Wörter
- Example Iou Demo169 Wörter
- Task Definition Code149 Wörter
- Example Metrics Demo154 Wörter
- Scored Metrics Run143 Wörter
- Scored Metrics18 Wörter
- Ttcs Example Slice143 Wörter
- Ttcs Triage Slice112 Wörter
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