Street-view Image Attribute Classification on GSS Weather
88.01AccuracyCLIP-Adapter
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CLIP-AdapterParadigm=Parameter-Efficient Adaptation, Trainable Parameters=0.52M2026.02 | 88.01 | 87.69 | 88.08 | 86.72 | |
| CoOpParadigm=Parameter-Efficient Adaptation, Trainable Parameters=8K2026.02 | 84.87 | 85.92 | 84.82 | 82.64 | |
| CLIP-MHAdapterParadigm=Parameter-Efficient Adaptation, Trainable Parameters=1.38M2026.02 | 81.84 | 85.08 | 82.04 | 83.67 | |
| MaxViTParadigm=Vision Transformer, Trainable Parameters=30.9M2026.02 | 75.47 | 59.9 | 74.18 | 51.04 | |
| Zero-shot CLIPParadigm=Zero-shot Transfer2026.02 | 74.43 | 69.33 | 74.13 | 77.95 | |
| CLIP-Linear ProbeParadigm=Parameter-Efficient Adaptation, Trainable Parameters=3K2026.02 | 57.04 | 59.39 | 56.78 | 56.8 | |
| ZeroR-TrainerParadigm=Zero-shot Transfer2026.02 | 23.9 | 7.72 | 9.22 | 0 |