Laser & Optoelectronics Progress, Volume. 59, Issue 18, 1817001(2022)
Prediction Method for Common Diseases Based on Chest X-Ray Images
Figures & Tables(9)
Fig. 6. Comparison of AUC values of various diseases in different documents of MIMIC-CXR dataset
Table 1. Comparison of AUC values of different algorithms on ChestX-ray14 dataset
View tableTable 1. Comparison of AUC values of different algorithms on ChestX-ray14 dataset
Pathlolgy Rajpurkar et al Zhang C M DFFM Atelectasis 0.700 0.789 0.820 Cardiomegaly 0.814 0.900 0.871 Effusion 0.759 0.838 0.808 Infiltration 0.661 0.708 0.906 Tumor 0.693 0.839 0.795 Nodules 0.669 0.798 0.839 Pneumonia 0.658 0.736 0.788 Penumothorax 0.799 0.877 0.721 Consolidation 0.703 0.763 0.890 Edema 0.805 0.851 0.899 Emphysema 0.833 0.938 0.916 Fibrosis 0.786 0.832 0.707 Pleural Thickening 0.684 0.804 0.830 Fracture 0.871 0.944 0.877 Average 0.745 0.830 0.833
Table 2. Comparison of AUC values of different algorithms on MIMIC-CXR dataset
View tableTable 2. Comparison of AUC values of different algorithms on MIMIC-CXR dataset
Pathlolgy ResNet DenseNet Rubin et al Wang et al DFFM Atelectasis 0.695 0.687 0.766 0.826 0.822 Cardiomegaly 0.742 0.727 0.840 0.879 0.864 Lung Opacity 0.767 0.732 0.632 0.906 0.834 Edema 0.901 0.880 0.734 0.885 0.917 Pleural Effusion 0.726 0.646 0.757 0.725 0.812 Infiltration 0.510 0.468 0.761 0.632 0.788 Fracture 0.735 0.617 0.815 0.643 0.771 Lung Lesion 0.701 0.704 0.748 0.775 0.788 Support Devices 0.782 0.780 0.692 0.775 0.877 No Finding 0.878 0.872 0.758 0.942 0.909 Consolidation 0.632 0.615 0.568 0.705 0.888 Pleural Thickening 0.617 0.609 0.687 0.871 0.763 Pneumonia 0.859 0.839 0.625 0.833 0.923 Pneumothorax 0.808 0.891 0.706 0.729 0.895 Average 0.739 0.719 0.721 0.794 0.847
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Jiangfeng Wang, Lijun Liu, Qingsong Huang, Li Liu, Xiaodong Fu. Prediction Method for Common Diseases Based on Chest X-Ray Images[J]. Laser & Optoelectronics Progress, 2022, 59(18): 1817001
Paper Information
Category: Medical Optics and Biotechnology
Received: Jun. 2, 2021
Accepted: Jul. 12, 2021
Published Online: Aug. 22, 2022
The Author Email: Lijun Liu (cloneiq@126.com)
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