Health Outcome Prediction on Geospatial Health Outcome Dataset (test)
84ArthritisGCGVT-A
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| GCGVT-ABackbone=ViT-base-16, Pre-training=MLRSNet, Initialization=random, Multimodal Fusion Strategy=guidance-based2026.01 | 84 | 86 | 80 | 83 | 85 | 88 | 84 | 90 | 85 | 85 | |
| GCGVT-GBackbone=ViT-base-16, Pre-training=MLRSNet, Initialization=random, Multimodal Fusion Strategy=guidance-based2026.01 | 79 | 85 | 78 | 81 | 83 | 88 | 82 | 89 | 84 | 83 | |
| Sky-intBackbone=ViT-large-14, Geospatial Encoding Strategy=int2026.01 | 53 | 53 | 40 | 53 | 48 | 63 | 50 | 64 | 55 | 53 | |
| CLIP-intBackbone=ViT-base-16, Geospatial Encoding Strategy=int2026.01 | 52 | 43 | 39 | 50 | 40 | 61 | 47 | 66 | 59 | 51 | |
| RCLIP-intBackbone=ViT-large-14, Geospatial Encoding Strategy=int2026.01 | 49 | 50 | 41 | 54 | 49 | 53 | 51 | 63 | 59 | 52 | |
| GeoRS-intBackbone=ViT-large-14, Geospatial Encoding Strategy=int2026.01 | 48 | 44 | 38 | 51 | 49 | 57 | 49 | 61 | 57 | 50 | |
| RCLIP-txtBackbone=ViT-large-14, Geospatial Encoding Strategy=txt2026.01 | 39 | 20 | 27 | 38 | 42 | 35 | 29 | 47 | 29 | 34 | |
| GeoRS-txtBackbone=ViT-large-14, Geospatial Encoding Strategy=txt2026.01 | 36 | 27 | 22 | 36 | 45 | 37 | 26 | 45 | 35 | 34 | |
| CLIP-txtBackbone=ViT-base-16, Geospatial Encoding Strategy=txt2026.01 | 33 | 19 | 22 | 36 | 34 | 31 | 20 | 47 | 25 | 30 | |
| Sky-txtBackbone=ViT-large-14, Geospatial Encoding Strategy=txt2026.01 | 30 | 25 | 25 | 34 | 43 | 35 | 23 | 50 | 39 | 34 |