Street-view Image Attribute Classification on GSS Lighting Condition
96.46AccuracyCLIP-MHAdapter
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CLIP-MHAdapterParadigm=Parameter-Efficient Adaptation, Trainable Parameters=1.38M2026.02 | 96.46 | 90.29 | 96.35 | 83.83 | |
| MaxViTParadigm=Vision Transformer, Trainable Parameters=30.9M2026.02 | 96.23 | 90.55 | 96.15 | 84.5 | |
| Zero-shot CLIPParadigm=Zero-shot Transfer2026.02 | 95.88 | 87.65 | 95.45 | 76.54 | |
| CoOpParadigm=Parameter-Efficient Adaptation, Trainable Parameters=8K2026.02 | 94.77 | 81.5 | 93.92 | 68.23 | |
| CLIP-AdapterParadigm=Parameter-Efficient Adaptation, Trainable Parameters=0.52M2026.02 | 93.57 | 82.91 | 93.51 | 74.96 | |
| CLIP-Linear ProbeParadigm=Parameter-Efficient Adaptation, Trainable Parameters=3K2026.02 | 89.48 | 69.22 | 88.67 | 55.07 | |
| ZeroR-TrainerParadigm=Zero-shot Transfer2026.02 | 64.66 | 26.18 | 50.79 | 0 |