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Peng-Tao Jiang

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Recent Articles
1.
Yuan H, Hong C, Jiang P, Zhao G, Tran N, Xu X, et al.
J Biomed Inform . 2024 Jun; 156:104673. PMID: 38862083
Objective: Pneumothorax is an acute thoracic disease caused by abnormal air collection between the lungs and chest wall. Recently, artificial intelligence (AI), especially deep learning (DL), has been increasingly employed...
2.
Jiang P, Han L, Hou Q, Cheng M, Wei Y
IEEE Trans Pattern Anal Mach Intell . 2021 Jun; 44(10):7062-7077. PMID: 34170821
Object attention maps generated by image classifiers are usually used as priors for weakly supervised semantic segmentation. However, attention maps usually locate the most discriminative object parts. The lack of...
3.
Zhang C, Jiang P, Hou Q, Wei Y, Han Q, Li Z, et al.
IEEE Trans Image Process . 2021 Jun; 30:5984-5996. PMID: 34166191
Label smoothing is an effective regularization tool for deep neural networks (DNNs), which generates soft labels by applying a weighted average between the uniform distribution and the hard label. It...
4.
Jiang P, Zhang C, Hou Q, Cheng M, Wei Y
IEEE Trans Image Process . 2021 Jun; 30:5875-5888. PMID: 34156941
The class activation maps are generated from the final convolutional layer of CNN. They can highlight discriminative object regions for the class of interest. These discovered object regions have been...