Street-view Image Attribute Classification on GSS Glare
97.21AccuracyZeroR-Trainer
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ZeroR-TrainerParadigm=Zero-shot Transfer2026.02 | 97.21 | 49.29 | 95.84 | 0 | |
| CoOpParadigm=Parameter-Efficient Adaptation, Trainable Parameters=8K2026.02 | 96.6 | 57.27 | 95.98 | 10.89 | |
| CLIP-Linear ProbeParadigm=Parameter-Efficient Adaptation, Trainable Parameters=3K2026.02 | 95.51 | 53.61 | 95.24 | 6.48 | |
| CLIP-MHAdapterParadigm=Parameter-Efficient Adaptation, Trainable Parameters=1.38M2026.02 | 95.32 | 63.68 | 95.69 | 32.63 | |
| MaxViTParadigm=Vision Transformer, Trainable Parameters=30.9M2026.02 | 94.09 | 63.15 | 95.03 | 39.59 | |
| CLIP-AdapterParadigm=Parameter-Efficient Adaptation, Trainable Parameters=0.52M2026.02 | 84.16 | 53.65 | 89.16 | 39.26 | |
| Zero-shot CLIPParadigm=Zero-shot Transfer2026.02 | 3.03 | 2.96 | 0.62 | 0.24 |