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Benchmarks
Street-view Image Attribute Classification on GSS Weather
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88.01
Accuracy
CLIP-Adapter
21.3356
38.6453
55.955
73.2647
Feb 18, 2026
Accuracy
Macro F1 Score
Weighted F1 Score
Balanced Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
Macro F1 Score
Weighted F1 Score
Balanced Accuracy
CLIP-Adapter
Paradigm=Parameter-Eff...
2026.02
88.01
87.69
88.08
86.72
CoOp
Paradigm=Parameter-Eff...
2026.02
84.87
85.92
84.82
82.64
CLIP-MHAdapter
Paradigm=Parameter-Eff...
2026.02
81.84
85.08
82.04
83.67
MaxViT
Paradigm=Vision Transf...
2026.02
75.47
59.9
74.18
51.04
Zero-shot CLIP
Paradigm=Zero-shot Tra...
2026.02
74.43
69.33
74.13
77.95
CLIP-Linear Probe
Paradigm=Parameter-Eff...
2026.02
57.04
59.39
56.78
56.8
ZeroR-Trainer
Paradigm=Zero-shot Tra...
2026.02
23.9
7.72
9.22
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