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Benchmarks
Street-view Image Attribute Classification on GSS Quality
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92.03
Accuracy
CoOp
4.0148
26.8649
49.715
72.5651
Feb 18, 2026
Accuracy
Macro F1
Weighted F1
Balanced Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
Macro F1
Weighted F1
Balanced Accuracy
CoOp
Paradigm=Parameter-Eff...
2026.02
92.03
42.96
89.79
11.56
ZeroR-Trainer
Paradigm=Zero-shot Tra...
2026.02
90.84
31.73
86.48
0
CLIP-MHAdapter
Paradigm=Parameter-Eff...
2026.02
89.08
61.46
89.62
43.78
CLIP-Linear Probe
Paradigm=Parameter-Eff...
2026.02
86.57
53.18
87.41
33.23
MaxViT
Paradigm=Vision Transf...
2026.02
79.88
40.95
83.41
27.32
CLIP-Adapter
Paradigm=Parameter-Eff...
2026.02
78.69
50.8
82.99
43.8
Zero-shot CLIP
Paradigm=Zero-shot Tra...
2026.02
7.4
7.32
8.07
1.43
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