Multimodal Classification on INSPECT
65.8AUROCCoupled Mamba
Evaluation Results
| Method | Links | |
|---|---|---|
| Coupled MambaMethod Category=Fusion-Based2025.12 | 65.8 | |
| Best UnimodalMethod Category=Baseline2025.12 | 65.68 | |
| MMParetoMethod Category=Gradient-Based2025.12 | 65.59 | |
| SimBaMMCLSMethod Category=Proposed2025.12 | 65.56 | |
| G-Blend OnlineMethod Category=Gradient-Based2025.12 | 65.38 | |
| ARLMethod Category=Gradient-Based2025.12 | 65.14 | |
| AUGMethod Category=Encoder-Based2025.12 | 65.13 | |
| MulTMethod Category=Head-Based2025.12 | 65.1 | |
| LMFMethod Category=Fusion-Based2025.12 | 64.54 | |
| OGMMethod Category=Gradient-Based2025.12 | 64.31 | |
| OGMGEMethod Category=Gradient-Based2025.12 | 64.26 | |
| PDFMethod Category=Fusion-Based2025.12 | 64.19 | |
| MBTMethod Category=Fusion-Based2025.12 | 63.91 | |
| IMDerMethod Category=Missing Data-Based2025.12 | 63.85 | |
| RegBNMethod Category=Encoder-Based2025.12 | 63.79 | |
| SimBaMMCLSMethod Category=Missing Data-Based2025.12 | 63.78 | |
| ShaSpecMethod Category=Missing Data-Based2025.12 | 63.48 | |
| MMPMethod Category=Missing Data-Based2025.12 | 62.89 | |
| G-Blend OfflineMethod Category=Gradient-Based2025.12 | 62.84 | |
| DGLMethod Category=Gradient-Based2025.12 | 62.76 | |
| OMIBMethod Category=Fusion-Based2025.12 | 62.72 | |
| BMMLMethod Category=Gradient-Based2025.12 | 62.33 |