no code implementations • 22 Sep 2023 • Yixin Chen, Ourui Fu, Wenrui Shao, Zhaoheng Xie
This study presents FP-PET, a comprehensive approach to medical image segmentation with a focus on CT and PET images.
no code implementations • 21 Sep 2023 • Shuang Zeng, Lei Zhu, Xinliang Zhang, Qian Chen, Hangzhou He, Lujia Jin, Zifeng Tian, Qiushi Ren, Zhaoheng Xie, Yanye Lu
Moreover, we develop a multi-level contrastive learning strategy that integrates correspondences across feature-level, image-level, and pixel-level representations to ensure the encoder and decoder capture comprehensive details from representations of varying scales and granularities during the pre-training phase.
1 code implementation • 9 Jul 2023 • Yuanheng Zhang, Nan Jiang, Zhaoheng Xie, Junying Cao, Yueyang Teng
Accurately annotated ultrasonic images are vital components of a high-quality medical report.
no code implementations • 16 Jun 2023 • Hongyang Jiang, Mengdi Gao, Yan Hu, Qiushi Ren, Zhaoheng Xie, Jiang Liu
Therefore, in this work, we innovatively devise noise-robust training approach to mitigate the adverse effects of noisy labels in medical image classification.