output
20182025
most citedAnnotation-efficient deep learning for automatic medical image segmentation

313 citations

7 papers

cs.CV2025

Patch Progression Masked Autoencoder with Fusion CNN Network for Classifying Evolution Between Two Pairs of 2D OCT Slices

Philippe Zhang, Weili Jiang, Yihao Li +13

Age-related Macular Degeneration (AMD) is a prevalent eye condition affecting visual acuity. Anti-vascular endothelial growth factor (anti-VEGF) treatments have been effective in s…

eess.IV2020★ 313 cited

Annotation-efficient deep learning for automatic medical image segmentation

Shanshan Wang, Cheng Li, Rongpin Wang +12

Automatic medical image segmentation plays a critical role in scientific research and medical care. Existing high-performance deep learning methods typically rely on large training…

eess.IV2020

Multi-Cycle-Consistent Adversarial Networks for CT Image Denoising

Jinglan Liu, Yukun Ding, Jinjun Xiong +6

CT image denoising can be treated as an image-to-image translation task where the goal is to learn the transform between a source domain (noisy images) and a target domain …

eess.IV2019★ 4 cited

Learning Cross-Modal Deep Representations for Multi-Modal MR Image Segmentation

Cheng Li, Hui Sun, Zaiyi Liu +3

Multi-modal magnetic resonance imaging (MRI) is essential in clinics for comprehensive diagnosis and surgical planning. Nevertheless, the segmentation of multi-modal MR images tend…

eess.IV2019★ 139 cited

X-Net: Brain Stroke Lesion Segmentation Based on Depthwise Separable Convolution and Long-range Dependencies

Kehan Qi, Hao Yang, Cheng Li +4

The morbidity of brain stroke increased rapidly in the past few years. To help specialists in lesion measurements and treatment planning, automatic segmentation methods are critica…

cs.CV2018

Convolutional herbal prescription building method from multi-scale facial features

Huiqiang Liao, Guihua Wen, Yang Hu +1

In Traditional Chinese Medicine (TCM), facial features are important basis for diagnosis and treatment. A doctor of TCM can prescribe according to a patient's physical indicators s…

cs.CV2018★ 57 cited

Automatic construction of Chinese herbal prescription from tongue image via CNNs and auxiliary latent therapy topics

Yang Hu, Guihua Wen, Huiqiang Liao +3

The tongue image provides important physical information of humans. It is of great importance for diagnoses and treatments in clinical medicine. Herbal prescriptions are simple, no…