Street-view Image Attribute Classification on GSS Quality
92.03AccuracyCoOp
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CoOpParadigm=Parameter-Efficient Adaptation, Trainable Parameters=8K2026.02 | 92.03 | 42.96 | 89.79 | 11.56 | |
| ZeroR-TrainerParadigm=Zero-shot Transfer2026.02 | 90.84 | 31.73 | 86.48 | 0 | |
| CLIP-MHAdapterParadigm=Parameter-Efficient Adaptation, Trainable Parameters=1.38M2026.02 | 89.08 | 61.46 | 89.62 | 43.78 | |
| CLIP-Linear ProbeParadigm=Parameter-Efficient Adaptation, Trainable Parameters=3K2026.02 | 86.57 | 53.18 | 87.41 | 33.23 | |
| MaxViTParadigm=Vision Transformer, Trainable Parameters=30.9M2026.02 | 79.88 | 40.95 | 83.41 | 27.32 | |
| CLIP-AdapterParadigm=Parameter-Efficient Adaptation, Trainable Parameters=0.52M2026.02 | 78.69 | 50.8 | 82.99 | 43.8 | |
| Zero-shot CLIPParadigm=Zero-shot Transfer2026.02 | 7.4 | 7.32 | 8.07 | 1.43 |