output
20072026
most citedA deep learning model integrating FCNNs and CRFs for brain tumor segmentation

826 citations

Showing cs.CVShow all

7 papers · 1 filter

cs.CV2026

Full end-to-end diagnostic workflow automation of 3D OCT via foundation model-driven AI for retinal diseases

Jinze Zhang, Jian Zhong, Li Lin +18

Optical coherence tomography (OCT) has revolutionized retinal disease diagnosis with its high-resolution and three-dimensional imaging nature, yet its full diagnostic automation in…

cs.CV2021★ 76 cited

Unsupervised Cycle-consistent Generative Adversarial Networks for Pan-sharpening

Huanyu Zhou, Qingjie Liu, Dawei Weng +1

Deep learning based pan-sharpening has received significant research interest in recent years. Most of existing methods fall into the supervised learning framework in which they do…

cs.CV2020★ 2 cited

Difficulty-aware Glaucoma Classification with Multi-Rater Consensus Modeling

Shuang Yu, Hong-Yu Zhou, Kai Ma +4

Medical images are generally labeled by multiple experts before the final ground-truth labels are determined. Consensus or disagreement among experts regarding individual images re…

cs.CV2020★ 2 cited

Leveraging Undiagnosed Data for Glaucoma Classification with Teacher-Student Learning

Junde Wu, Shuang Yu, Wenting Chen +5

Recently, deep learning has been adopted to the glaucoma classification task with performance comparable to that of human experts. However, a well trained deep learning model deman…

cs.CV2020★ 2 cited

TCGM: An Information-Theoretic Framework for Semi-Supervised Multi-Modality Learning

Xinwei Sun, Yilun Xu, Peng Cao +4

Fusing data from multiple modalities provides more information to train machine learning systems. However, it is prohibitively expensive and time-consuming to label each modality w…

cs.CV2020★ 25 cited

Dual-Sampling Attention Network for Diagnosis of COVID-19 from Community Acquired Pneumonia

Xi Ouyang, Jiayu Huo, Liming Xia +15

The coronavirus disease (COVID-19) is rapidly spreading all over the world, and has infected more than 1,436,000 people in more than 200 countries and territories as of April 9, 20…

cs.CV2017★ 826 cited

A deep learning model integrating FCNNs and CRFs for brain tumor segmentation

Xiaomei Zhao, Yihong Wu, Guidong Song +3

Accurate and reliable brain tumor segmentation is a critical component in cancer diagnosis, treatment planning, and treatment outcome evaluation. Build upon successful deep learnin…