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Benchmarks
Traffic Reasoning on DriveQA-V CARLA signs
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75.65
Regulatory Accuracy
Traffic-MLLM
21.4244
35.5022
49.58
63.6578
Sep 14, 2025
Regulatory Accuracy
Warning Accuracy
Guide Accuracy
Temporary Control Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Regulatory Accuracy
Warning Accuracy
Guide Accuracy
Temporary Control Accuracy
Traffic-MLLM
Size=4B
2025.09
75.65
74.83
72.1
70.58
Mini-InternVL
Size=2B
2025.09
64.06
55.34
65.82
45.04
LLaVA-1.6-mistral
Size=7B
2025.09
42.58
43.01
52.75
37.5
VILA-1.5
Size=8B
2025.09
25.32
23.33
27.78
21.46
LLaVA-1.5
Size=7B
2025.09
23.51
26.61
22.31
21.1
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