Urban Perception (Depressing) on Place Pulse disjoint pool 2.0
68.2Accuracy (excl-equal)UrbanAlign
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| UrbanAlignmode=Mode 4 + LWRR2026.02 | 68.2 | 62.5 | 0.37 | 0.31 | |
| CLIP SiameseBackbone=CLIP ViT-L/142026.02 | 58.7 | 55 | 0.19 | 0.16 | |
| GPT-4o zero-shotmode=zero-shot2026.02 | 57.3 | 53.8 | 0.14 | 0.12 | |
| Seg. RegressionBackbone=SegFormer + CLIP2026.02 | 54.7 | 52.5 | 0.09 | 0.11 | |
| ResNet50 SiameseBackbone=ResNet-502026.02 | 53.3 | 50 | 0.06 | 0.05 |