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Benchmarks
Referring Object Classification (ROC)
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55.4
Box Accuracy
Vanilla
39.8
43.85
47.9
51.95
Jan 30, 2026
Box Accuracy
Mask Accuracy
Scribble Accuracy
Point Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Box Accuracy
Mask Accuracy
Scribble Accuracy
Point Accuracy
Vanilla
Backbone=LLaVA-1.5-7B
2026.01
55.4
56.2
54.7
53
VisionTrim
Backbone=LLaVA-1.5-7B
2026.01
55.1
54.8
55.2
50.5
VisionZip
Backbone=LLaVA-1.5-7B
2026.01
40.4
42.2
36.8
37.2
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