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Sex classification with DenseNet-121 on CheXpert (a) and MIMIC-CXR (b). The first four columns are the sex classification results for SPLIT using different neural network backbones. Column five and six correspond to results from a single task sex classification model and the multitask model trained jointly for disease, sex, and race classification. SPLIT performance on the ImageNet backbone and disease detection backbones is very similar.
