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Benchmarks
Cognitive Distraction Detection on BDD-A (Leave-one-dataset-out)
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65.24
Accuracy
EyeCue
43.7016
49.2933
54.885
60.4767
May 8, 2026
Accuracy
F1 Score
Updated 23d ago
Evaluation Results
Method
Method
Links
Accuracy
F1 Score
EyeCue
Backbone=TimeSformerK6...
2026.05
65.24
71
Heatmap-based
Backbone=SVM, Training...
2026.05
61.95
57
EyeCue
Backbone=VideoMAEK400,...
2026.05
60.95
59
TimeSformerK400
Backbone=ViT-B/16, Tra...
2026.05
60.71
62
TimeSformerK600
Backbone=ViT-B/16, Tra...
2026.05
60.52
67
GazeVQA
Backbone=CLIP ViT-B/32...
2026.05
59.15
49
Voila-A
Backbone=CLIP ViT-L/14...
2026.05
58.81
57
EgoVideo
Backbone=ViT-B/14, Tra...
2026.05
58.57
65
VideoMAEK400
Backbone=ViT-B/16, Tra...
2026.05
57.38
62
VideoLLaMA3
Backbone=ViT-B/16, Tra...
2026.05
54.86
47
Video-LLaVA
Backbone=OpenCLIP-L/14...
2026.05
52.43
37
GazeGPT
Backbone=GLM-4.5V-AWQ,...
2026.05
51
47
InternVideo2s1-1B
Backbone=ViT-B/14, Tra...
2026.05
50.16
45
GazeLLM
Backbone=Gemini-2.5-Pr...
2026.05
44.53
2
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