Two-stream collaborative network for multi-label chest X-ray Image classification with lung segmentation

• Published in: Pattern recognition letters Vol. 135; pp. 221 - 227
• Main Authors: Chen, Bingzhi, Zhang, Zheng, Lin, Jianyong, Chen, Yi, Lu, Guangming
• Format: Journal Article
• Language: English
• Published: Amsterdam Elsevier B.V 01.07.2020; Elsevier Science Ltd
• Subjects: Chest; Classification; Collaboration; Emphysema; Feature extraction; Image analysis; Image classification; Image processing; Image segmentation; Lung diseases; Lung segmentation; Multi-label CXR image classification; Optimization; Pneumothorax; Self-adaptive weighted fusion; Two-stream collaborative network; Two-stream collaborative network; Self-adaptive weighted fusion; 41A10; Lung segmentation; 65D05; 65D17; 41A05; Multi-label CXR image classification

•A dual-stream collaborative network framework is proposed.•The global and local modalities of the CXR images are jointly considered.•A novel adaptive weighting scheme is developed.•The importance of different modalities is self-tuned for robust disease analysis.•Extensive experiments demonstrate th...