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Benchmarks
Cognitive Distraction Detection on CogDrive (Aggregated)
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74.38
Accuracy
EyeCue
47.3088
54.3369
61.365
68.3931
May 8, 2026
Accuracy
F1 Score
Updated 23d ago
Evaluation Results
Method
Method
Links
Accuracy
F1 Score
EyeCue
Backbone=TimeSformerK6...
2026.05
74.38
74
EyeCue
Backbone=VideoMAEK400,...
2026.05
70.83
68
GazeVQA
Backbone=CLIP ViT-B/32...
2026.05
67.77
68
VideoMAEK400
Backbone=ViT-B/16, Tra...
2026.05
67.21
66
TimeSformerK600
Backbone=ViT-B/16, Tra...
2026.05
66.8
71
Heatmap-based
Backbone=SVM, Training...
2026.05
66.12
64
TimeSformerK400
Backbone=ViT-B/16, Tra...
2026.05
65.35
70
EgoVideo
Backbone=ViT-B/14, Tra...
2026.05
65.29
68
Voila-A
Backbone=CLIP ViT-L/14...
2026.05
62.81
58
InternVideo2s1-1B
Backbone=ViT-B/14, Tra...
2026.05
56.61
53
Video-LLaVA
Backbone=OpenCLIP-L/14...
2026.05
55.06
55
VideoLLaMA3
Backbone=ViT-B/16, Tra...
2026.05
53.17
45
GazeGPT
Backbone=GLM-4.5V-AWQ,...
2026.05
51.69
48
GazeLLM
Backbone=Gemini-2.5-Pr...
2026.05
48.35
12
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