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20192022
most citedMed3D: Transfer Learning for 3D Medical Image Analysis

342 citations · 480 across the 33 of their papers we have counts for

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Showing 2019Show all

8 papers · 1 filter

cs.CV2019★ 2 cited

Identification of primary angle-closure on AS-OCT images with Convolutional Neural Networks

Chenglang Yuan, Cheng Bian, Hongjian Kang +3

Primary angle-closure disease (PACD) is a severe retinal disease, which might cause irreversible vision loss. In clinic, accurate identification of angle-closure and localization o…

cs.CV2019★ 15 cited

Self-supervised Feature Learning for 3D Medical Images by Playing a Rubik's Cube

Xinrui Zhuang, Yuexiang Li, Yifan Hu +3

Witnessed the development of deep learning, increasing number of studies try to build computer aided diagnosis systems for 3D volumetric medical data. However, as the annotations o…

cs.CV2019★ 1 cited

Uncertainty-Guided Domain Alignment for Layer Segmentation in OCT Images

Jiexiang Wang, Cheng Bian, Meng Li +6

Automatic and accurate segmentation for retinal and choroidal layers of Optical Coherence Tomography (OCT) is crucial for detection of various ocular diseases. However, because of…

cs.CV2019★ 2 cited

Semi-supervised Breast Lesion Detection in Ultrasound Video Based on Temporal Coherence

Sihong Chen, Weiping Yu, Kai Ma +4

Breast lesion detection in ultrasound video is critical for computer-aided diagnosis. However, detecting lesion in video is quite challenging due to the blurred lesion boundary, hi…

cs.CV2019★ 2 cited

Attentive CT Lesion Detection Using Deep Pyramid Inference with Multi-Scale Booster

Qingbin Shao, Lijun Gong, Kai Ma +2

Accurate lesion detection in computer tomography (CT) slices benefits pathologic organ analysis in the medical diagnosis process. More recently, it has been tackled as an object de…

eess.IV2019★ 24 cited

X2CT-GAN: Reconstructing CT from Biplanar X-Rays with Generative Adversarial Networks

Xingde Ying, Heng Guo, Kai Ma +3

Computed tomography (CT) can provide a 3D view of the patient's internal organs, facilitating disease diagnosis, but it incurs more radiation dose to a patient and a CT scanner is…

cs.CV2019★ 7 cited

TAN: Temporal Affine Network for Real-Time Left Ventricle Anatomical Structure Analysis Based on 2D Ultrasound Videos

Sihong Chen, Kai Ma, Yefeng Zheng

With superiorities on low cost, portability, and free of radiation, echocardiogram is a widely used imaging modality for left ventricle (LV) function quantification. However, autom…

cs.CV2019★ 342 cited

Med3D: Transfer Learning for 3D Medical Image Analysis

Sihong Chen, Kai Ma, Yefeng Zheng

The performance on deep learning is significantly affected by volume of training data. Models pre-trained from massive dataset such as ImageNet become a powerful weapon for speedin…