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Benchmarks
Video Classification on ENIGMA
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75.5
Accuracy
VIOLA
2.076
21.138
40.2
59.262
Jan 22, 2026
Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
VIOLA
Backbone=Qwen3-VL
2026.01
75.5
Zero-shot
Backbone=Qwen3-VL
2026.01
64.4
VIOLA
Backbone=VideoLLaMA3
2026.01
61.3
Zero-shot
Backbone=LLaVA-Video
2026.01
61
VIOLA
Backbone=Qwen2-VL
2026.01
58.5
VIOLA
Backbone=LLaVA-Video
2026.01
48.9
Zero-shot
Backbone=VideoLLaMA3
2026.01
44.3
Zero-shot
Backbone=Qwen2-VL
2026.01
4.9
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