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Benchmarks
Failure Detection on Real-World Car Crash Videos (OOD)
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0.779
F1 Score
Ours
0.23092
0.37321
0.5155
0.65779
Jun 6, 2025
F1 Score
Lead Time (ms)
Updated 1mo ago
Evaluation Results
Method
Method
Links
F1 Score
Lead Time (ms)
Ours
taxonomy-level context...
2025.06
0.779
610
NoContext
taxonomy-level context...
2025.06
0.696
473.3
LLM-AD
2025.06
0.497
166.6
VideoMAE-BC
2025.06
0.252
506.6
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