Image-omic Classification on TCGA Lung Cancer
99.47AccuracyGiMP
Evaluation Results
| Method | Links | |
|---|---|---|
| GiMPModality=Pathology & Genomic, Pre-train=w/ pre-train2023.09 | 99.47 | |
| GiMPModality=Pathology & Genomic, Pre-train=w/o pre-train2023.09 | 97.37 | |
| Pathomic FusionModality=Pathology & Genomic, Pre-train=w/o pre-train2023.09 | 96.84 | |
| MCATModality=Pathology & Genomic, Pre-train=w/o pre-train2023.09 | 96.32 | |
| PORPOISEModality=Pathology & Genomic, Pre-train=w/o pre-train2023.09 | 95.24 | |
| REFERSModality=Pathology & Genomic, Pre-train=w/ pre-train2023.09 | 93.68 | |
| BioViLModality=Pathology & Genomic, Pre-train=w/ pre-train2023.09 | 93.16 | |
| MGCAModality=Pathology & Genomic, Pre-train=w/ pre-train2023.09 | 91.05 | |
| GiMP (w/o GroupMSA)Modality=Pathology, Pre-train=w/o pre-train2023.09 | 89.95 | |
| CLAM-MBModality=Pathology, Pre-train=w/o pre-train2023.09 | 88.89 | |
| TransMILModality=Pathology, Pre-train=w/o pre-train2023.09 | 88.36 | |
| CLAM-SBModality=Pathology, Pre-train=w/o pre-train2023.09 | 85.19 | |
| ABMILModality=Pathology, Pre-train=w/o pre-train2023.09 | 77.37 | |
| DSMILModality=Pathology, Pre-train=w/o pre-train2023.09 | 75.66 |