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Benchmarks
Street-view Image Attribute Classification on GSS Lighting Condition
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96.46
Accuracy
CLIP-MHAdapter
63.388
71.974
80.56
89.146
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
96.46
90.29
96.35
83.83
MaxViT
Paradigm=Vision Transf...
2026.02
96.23
90.55
96.15
84.5
Zero-shot CLIP
Paradigm=Zero-shot Tra...
2026.02
95.88
87.65
95.45
76.54
CoOp
Paradigm=Parameter-Eff...
2026.02
94.77
81.5
93.92
68.23
CLIP-Adapter
Paradigm=Parameter-Eff...
2026.02
93.57
82.91
93.51
74.96
CLIP-Linear Probe
Paradigm=Parameter-Eff...
2026.02
89.48
69.22
88.67
55.07
ZeroR-Trainer
Paradigm=Zero-shot Tra...
2026.02
64.66
26.18
50.79
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