MPN subtype classification on MPN clinical dataset
83.12AccuracyDSCENet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DSCENetWSIs=true, Clinical data=true2024.07 | 83.12 | 96.43 | 83.32 | 83.15 | 83.02 | |
| MCATWSIs=true, Clinical data=true2024.07 | 66.23 | 86.28 | 63.8 | 66.83 | 64.58 | |
| CLAM_MBWSIs=true, Clinical data=false2024.07 | 64.94 | 83.36 | 64.13 | 63.1 | 63.23 | |
| TransmilWSIs=true, Clinical data=false2024.07 | 64.94 | 85.52 | 62.73 | 62.36 | 62 | |
| SNNWSIs=false, Clinical data=true2024.07 | 63.64 | 82.61 | 48.34 | 63.44 | 54.8 | |
| AMIL_concatWSIs=true, Clinical data=true, Concatenation fusion=true2024.07 | 58.44 | 88.52 | 53.02 | 64.93 | 56.21 | |
| CMTAWSIs=true, Clinical data=true2024.07 | 58.44 | 87.19 | 62.96 | 62.38 | 57.13 | |
| DSMILWSIs=true, Clinical data=false2024.07 | 53.25 | 78.86 | 72.66 | 60.84 | 54.95 | |
| AMIL bilinearWSIs=true, Clinical data=true, Bilinear pooling fusion=true2024.07 | 48.05 | 76.03 | 50.79 | 46.99 | 45.4 | |
| CLAM_SBWSIs=true, Clinical data=false2024.07 | 32.47 | 51.3 | 8.12 | 25 | 12.25 |