Urban Perception (Safety) on Place Pulse disjoint pool 2.0
81.6Accuracy (Excl. Equal)UrbanAlign
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| UrbanAlignmode=Mode 4 + LWRR, backbone=GPT-4o2026.02 | 81.6 | 76.9 | 0.64 | 0.57 | |
| CLIP SiameseBackbone=CLIP ViT-L/14, Type=twin-tower2026.02 | 66.7 | 64.4 | 0.34 | 0.31 | |
| GPT-4o zero-shotmode=zero-shot, backbone=GPT-4o2026.02 | 61.9 | 59.8 | 0.23 | 0.21 | |
| Seg. RegressionBackbone=SegFormer + CLIP, Classifier=Gradient Boosting2026.02 | 50 | 47.8 | 0.03 | 0.01 | |
| ResNet50 SiameseBackbone=ResNet-50, Type=twin-tower2026.02 | 27.3 | 26.1 | -0.3 | -0.32 |