Author

Qianpeng Ma

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Open access Oct 2026

A grayscale ultrasound-based two-stage deep learning framework for automatic segmentation and benign-malignant differentiation of subpleural pulmonary lesions

Lung cancer is one of the most lethal malignancies globally. However, accurately differentiating subpleural malignant lesions from benign infectious conditions via grayscale ultrasound remains difficult due to operator subjectivity. We developed and validated a two-stage deep learning framework for automated lesi...

Qian-Peng Ma, Tian-Xi Liang, Jia-Wei Yi et al. · BMC Medical Imaging · 0 citations

Review Open access Jul 2026

Deep learning segmentation with uncertainty quantification for spinal tuberculosis on fat-suppressed T2-weighted MRI

An uncertainty-guided deep learning segmentation framework improved spinal tuberculosis lesion segmentation accuracy and enhanced clinician trust, offering a robust AI decision-support tool for precise surgical planning.

Xing-Yu Duan, Jia-Xing Wang, Li-Nan Wang et al. · Frontiers in Physiology · 0 citations