Disaster Severity Classification on Hurricane damage dataset (test)
82.79AccuracyViT-B/32 + CLIP(LLM)
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ViT-B/32 + CLIP(LLM)Modality=Image+Text2026.03 | 82.79 | 80.65 | 85.55 | 82.61 | 0.7305 | — | |
| ViT-B/32Modality=Image Only2026.03 | 74.33 | 74.33 | 75.97 | 73.86 | 0.5947 | — | |
| CLIP (Human)Modality=Image+Text2026.03 | 74.22 | 74.22 | 75.04 | 74.03 | 0.5915 | 27.01 | |
| ViT-B/16Modality=Image Only2026.03 | 72.61 | 72.61 | 73.2 | 72.4 | 0.5653 | — | |
| CLIP (LLM)Modality=Image+Text2026.03 | 72.38 | 72.38 | 72.49 | 72.29 | 0.5644 | 24.67 | |
| Text Encoder (Human)Modality=Text Only2026.03 | 67.1 | 67.1 | 67.79 | 67.15 | 0.4788 | — | |
| Text Encoder (LLM)Modality=Text Only2026.03 | 63.07 | 63.07 | 63.31 | 62.61 | 0.4126 | — |