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Benchmarks
Localization on RefCOCO
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75.9
Accuracy
Vanilla
0.084
19.767
39.45
59.133
Feb 3, 2026
Accuracy
Relative Performance
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
Relative Performance
Vanilla
Visual Token Budget=57...
2026.02
75.9
100
SwiftVLM
Visual Token Budget=19...
2026.02
66.6
87.7
SwiftVLM
Visual Token Budget=12...
2026.02
55.2
72.7
FEATHER
Visual Token Budget=19...
2026.02
52
68.5
FEATHER
Visual Token Budget=12...
2026.02
39
51.4
FastV
Visual Token Budget=19...
2026.02
30.6
40.3
PDrop
Visual Token Budget=19...
2026.02
22.2
29.2
FastV
Visual Token Budget=12...
2026.02
12.8
16.9
SparseVLM
Visual Token Budget=19...
2026.02
8.7
11.5
VisionZip
Visual Token Budget=19...
2026.02
7
9.2
SparseVLM
Visual Token Budget=12...
2026.02
4.8
6.3
VisionZip
Visual Token Budget=12...
2026.02
4.6
6
PDrop
Visual Token Budget=12...
2026.02
3
4
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