MACE risk estimation on External (Inspect) cohort (test)
74Concordance IndexCo-attention Fusion
Evaluation results
| Method | Links | |
|---|---|---|
| Co-attention FusionModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Co-attention (image guide)2026.06 | 74 | |
| Co-attention FusionModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Co-attention (EHR guide)2026.06 | 73.6 | |
| ConcatenationModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Linear Concatenation2026.06 | 73.3 | |
| Cross-attention FusionModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Cross-attention2026.06 | 73.1 | |
| Contrastive Multimodal FusionModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Contrastive Learning2026.06 | 72.7 | |
| Co-attention FusionModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Co-attention (EHR guide)2026.06 | 72.6 | |
| Image onlyModality=Unimodal, Data Source=Imaging2026.06 | 72.5 | |
| Cross-attention FusionModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Cross-attention2026.06 | 72.5 | |
| Co-attention FusionModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Co-attention (image guide)2026.06 | 72.4 | |
| Contrastive Multimodal FusionModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Contrastive Learning2026.06 | 72.2 | |
| ConcatenationModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Linear Concatenation2026.06 | 72.1 | |
| EHR onlyModality=Unimodal, Representation=One-hot2026.06 | 69.1 | |
| EHR onlyModality=Unimodal, Representation=CLMBR2026.06 | 49.7 |