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20182022
most citedCE-Net: Context Encoder Network for 2D Medical Image Segmentation

2.3k citations · 4.3k across the 36 of their papers we have counts for

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16 papers · 1 filter

cs.CV2021★ 10 cited

A Multi-Branch Hybrid Transformer Networkfor Corneal Endothelial Cell Segmentation

Yinglin Zhang, Risa Higashita, Huazhu Fu +5

Corneal endothelial cell segmentation plays a vital role inquantifying clinical indicators such as cell density, coefficient of variation,and hexagonality. However, the corneal end…

cs.CV2020★ 11 cited

Attention-based Saliency Hashing for Ophthalmic Image Retrieval

Jiansheng Fang, Yanwu Xu, Xiaoqing Zhang +2

Deep hashing methods have been proved to be effective for the large-scale medical image search assisting reference-based diagnosis for clinicians. However, when the salient region…

cs.CV2020★ 5 cited

Open-Narrow-Synechiae Anterior Chamber Angle Classification in AS-OCT Sequences

Huaying Hao, Huazhu Fu, Yanwu Xu +5

Anterior chamber angle (ACA) classification is a key step in the diagnosis of angle-closure glaucoma in Anterior Segment Optical Coherence Tomography (AS-OCT). Existing automated a…

cs.CV2020★ 9 cited

AGE Challenge: Angle Closure Glaucoma Evaluation in Anterior Segment Optical Coherence Tomography

Huazhu Fu, Fei Li, Xu Sun +22

Angle closure glaucoma (ACG) is a more aggressive disease than open-angle glaucoma, where the abnormal anatomical structures of the anterior chamber angle (ACA) may cause an elevat…

cs.CV2020★ 4 cited

A Two-Stream Meticulous Processing Network for Retinal Vessel Segmentation

Shaoming Zheng, Tianyang Zhang, Jiawei Zhuang +2

Vessel segmentation in fundus is a key diagnostic capability in ophthalmology, and there are various challenges remained in this essential task. Early approaches indicate that it i…

cs.CV2019

BioNet: Infusing Biomarker Prior into Global-to-Local Network for Choroid Segmentation in Optical Coherence Tomography Images

Huihong Zhang, Jianlong Yang, Kang Zhou +4

Choroid is the vascular layer of the eye, which is directly related to the incidence and severity of many ocular diseases. Optical Coherence Tomography (OCT) is capable of imaging…

cs.CV2019★ 6 cited

Sparse-GAN: Sparsity-constrained Generative Adversarial Network for Anomaly Detection in Retinal OCT Image

Kang Zhou, Shenghua Gao, Jun Cheng +6

With the development of convolutional neural network, deep learning has shown its success for retinal disease detection from optical coherence tomography (OCT) images. However, dee…

cs.CV2019★ 4 cited

SkrGAN: Sketching-rendering Unconditional Generative Adversarial Networks for Medical Image Synthesis

Tianyang Zhang, Huazhu Fu, Yitian Zhao +7

Generative Adversarial Networks (GANs) have the capability of synthesizing images, which have been successfully applied to medical image synthesis tasks. However, most of existing…

cs.CV2019★ 233 cited

Evaluation of Retinal Image Quality Assessment Networks in Different Color-spaces

Huazhu Fu, Boyang Wang, Jianbing Shen +4

Retinal image quality assessment (RIQA) is essential for controlling the quality of retinal imaging and guaranteeing the reliability of diagnoses by ophthalmologists or automated a…

cs.CV2019★ 2.3k cited

CE-Net: Context Encoder Network for 2D Medical Image Segmentation

Zaiwang Gu, Jun Cheng, Huazhu Fu +6

Medical image segmentation is an important step in medical image analysis. With the rapid development of convolutional neural network in image processing, deep learning has been us…

cs.CV2019★ 81 cited

Angle-Closure Detection in Anterior Segment OCT based on Multi-Level Deep Network

Huazhu Fu, Yanwu Xu, Stephen Lin +5

Irreversible visual impairment is often caused by primary angle-closure glaucoma, which could be detected via Anterior Segment Optical Coherence Tomography (AS-OCT). In this paper,…

cs.CV2018★ 12 cited

Multi-Context Deep Network for Angle-Closure Glaucoma Screening in Anterior Segment OCT

Huazhu Fu, Yanwu Xu, Stephen Lin +5

A major cause of irreversible visual impairment is angle-closure glaucoma, which can be screened through imagery from Anterior Segment Optical Coherence Tomography (AS-OCT). Previo…

cs.CV2018★ 3 cited

Multi-Cell Multi-Task Convolutional Neural Networks for Diabetic Retinopathy Grading

Kang Zhou, Zaiwang Gu, Wen Liu +4

Diabetic Retinopathy (DR) is a non-negligible eye disease among patients with Diabetes Mellitus, and automatic retinal image analysis algorithm for the DR screening is in high dema…

cs.CV2018★ 75 cited

Structure-preserving Guided Retinal Image Filtering and Its Application for Optic Disc Analysis

Jun Cheng, Zhengguo Li, Zaiwang Gu +3

Retinal fundus photographs have been used in the diagnosis of many ocular diseases such as glaucoma, pathological myopia, age-related macular degeneration and diabetic retinopathy.…

cs.CV2018★ 401 cited

Disc-aware Ensemble Network for Glaucoma Screening from Fundus Image

Huazhu Fu, Jun Cheng, Yanwu Xu +4

Glaucoma is a chronic eye disease that leads to irreversible vision loss. Most of the existing automatic screening methods firstly segment the main structure, and subsequently calc…

cs.CV2018★ 842 cited

Joint Optic Disc and Cup Segmentation Based on Multi-label Deep Network and Polar Transformation

Huazhu Fu, Jun Cheng, Yanwu Xu +3

Glaucoma is a chronic eye disease that leads to irreversible vision loss. The cup to disc ratio (CDR) plays an important role in the screening and diagnosis of glaucoma. Thus, the…