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Benchmarks
Video Classification on EgoSurgery
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48.3
Accuracy
VIOLA
21.156
28.203
35.25
42.297
Jan 22, 2026
Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
VIOLA
Backbone=VideoLLaMA3
2026.01
48.3
VIOLA
Backbone=LLaVA-Video
2026.01
46.1
VIOLA
Backbone=Qwen3-VL
2026.01
39.7
Random
Backbone=VideoLLaMA3
2026.01
38.3
Zero-shot
Backbone=LLaVA-Video
2026.01
33.1
VIOLA
Backbone=Qwen2-VL
2026.01
30.1
Random
Backbone=Qwen2-VL
2026.01
26.8
Zero-shot
Backbone=Qwen2-VL
2026.01
25.5
Zero-shot
Backbone=VideoLLaMA3
2026.01
24
Zero-shot
Backbone=Qwen3-VL
2026.01
22.2
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