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Benchmarks
Failure Detection on Real-World Car Crash Videos (In-Distribution (In-D))
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71.4
F1 Score
Ours
9.936
25.893
41.85
57.807
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
71.4
610
VideoMAE-BC
2025.06
65.3
506.6
NoContext
taxonomy-level context...
2025.06
54.1
473.3
LLM-AD
2025.06
12.3
166.6
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