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Benchmarks
Street-view Image Attribute Classification on GSS Platform
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69.12
Accuracy
CLIP-MHAdapter
30.1928
40.2989
50.405
60.5111
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
CLIP-MHAdapter
Paradigm=Parameter-Eff...
2026.02
69.12
60.79
67.27
64.93
MaxViT
Paradigm=Vision Transf...
2026.02
68.28
56.69
69.21
49.87
CLIP-Adapter
Paradigm=Parameter-Eff...
2026.02
68.12
57.15
69.21
71.44
CoOp
Paradigm=Parameter-Eff...
2026.02
65.04
58.82
61.64
65.82
CLIP-Linear Probe
Paradigm=Parameter-Eff...
2026.02
63.14
52.88
64.2
66.11
Zero-shot CLIP
Paradigm=Zero-shot Tra...
2026.02
60.98
43.19
60.8
45.99
ZeroR-Trainer
Paradigm=Zero-shot Tra...
2026.02
31.69
8.02
15.25
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