Laser & Optoelectronics Progress, Volume. 59, Issue 18, 1817001(2022)
Prediction Method for Common Diseases Based on Chest X-Ray Images
Fig. 1. General framework of DFFM
Fig. 2. Channel attention sub module
Fig. 3. Spatial attention sub module
Fig. 4. Distribution of different tags in the MIMIC-CXR
Fig. 5. ROC curves and results on MIMIC-CXR dataset
Fig. 6. Comparison of AUC values of various diseases in different documents of MIMIC-CXR dataset
Fig. 7. Heat maps of lesion area generated by Grad-CAM
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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
Category: Medical Optics and Biotechnology
Received: Jun. 2, 2021
Accepted: Jul. 12, 2021
Published Online: Aug. 22, 2022
The Author Email: Liu Lijun (cloneiq@126.com)