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Visual Question Answering on ADE
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56.08
Accuracy (ADE)
CoVFT
47.5416
49.7583
51.975
54.1917
Mar 22, 2026
Accuracy (ADE)
Updated 25d ago
Evaluation Results
Method
Method
Links
Accuracy (ADE)
CoVFT
Backbone=LLaVA-1.5-7B
2026.03
56.08
LLaVA-1.5
Backbone=LLaVA-1.5-7B
2026.03
54.98
LoRA
Backbone=LLaVA-1.5-7B
2026.03
53.71
Full fine-tuning
Backbone=LLaVA-1.5-7B
2026.03
51.97
VPT
Backbone=LLaVA-1.5-7B
2026.03
51.34
Freeze
Backbone=LLaVA-1.5-13B
2026.03
51.34
CoVFT
Backbone=LLaVA-1.5-13B
2026.03
51.34
SVPT
Backbone=LLaVA-1.5-7B
2026.03
51.03
BitFit
Backbone=LLaVA-1.5-7B
2026.03
51.03
Full fine-tuning
Backbone=LLaVA-1.5-13B
2026.03
50.39
Freeze
Backbone=LLaVA-1.5-7B
2026.03
49.61
LLaVA-1.5
Backbone=LLaVA-1.5-13B
2026.03
47.95
BitFit
Backbone=LLaVA-1.5-13B
2026.03
47.87
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