Street-view Image Attribute Classification on GSS Panoramic Status
99.95AccuracyMaxViT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MaxViTParadigm=Vision Transformer, Trainable Parameters=30.9M2026.02 | 99.95 | 99.73 | 99.95 | 99.95 | |
| CLIP-MHAdapterParadigm=Parameter-Efficient Adaptation, Trainable Parameters=1.38M2026.02 | 99.4 | 96.7 | 99.42 | 98.4 | |
| CoOpParadigm=Parameter-Efficient Adaptation, Trainable Parameters=8K2026.02 | 98.94 | 94.32 | 98.98 | 95.97 | |
| ZeroR-TrainerParadigm=Zero-shot Transfer2026.02 | 95.49 | 48.85 | 93.28 | 0 | |
| CLIP-AdapterParadigm=Parameter-Efficient Adaptation, Trainable Parameters=0.52M2026.02 | 93.69 | 77.6 | 94.87 | 92.42 | |
| CLIP-Linear ProbeParadigm=Parameter-Efficient Adaptation, Trainable Parameters=3K2026.02 | 87.75 | 67.79 | 90.86 | 87.17 | |
| Zero-shot CLIPParadigm=Zero-shot Transfer2026.02 | 11.92 | 11.85 | 14.18 | 7.76 |