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Evaluation of each auxiliary task contribution to the binary cancer classification on the DHMItest and DINB datasets; “+” stands for enabled task and “−” stands for disabled task.
| Task | Dataset | |||||
|---|---|---|---|---|---|---|
| breastbin | rec | ACR | BIRADS | view | D HMItest | D INB |
| + | + | + | + | + | 80.46 ± 0.79 | 78.13 ± 0.83 |
| + | − | − | − | − | 70.69 ± 0.36 | 72.45 ± 0.26 |
| + | + | − | − | − | 78.09 ± 1.06 | 76.47 ± 0.31 |
| + | − | + | − | − | 77.60 ± 0.26 | 77.03 ± 0.78 |
| + | − | − | + | − | 74.45 ± 0.81 | 73.97 ± 0.54 |
| + | − | − | − | + | 76.38 ± 0.92 | 76.67 ± 1.07 |
The AUC score is reported.
