Search Results for author: Fan Xiao

Found 6 papers, 2 papers with code

Unsupervised Domain Adaptation for Automated Knee Osteoarthritis Phenotype Classification

no code implementations14 Dec 2022 Junru Zhong, Yongcheng Yao, Donal G. Cahill, Fan Xiao, Siyue Li, Jack Lee, Kevin Ki-Wai Ho, Michael Tim-Yun Ong, James F. Griffith, Weitian Chen

Conclusion: The proposed UDA approach improves the performance of automated knee OA phenotype classification for small target datasets by utilising a large, high-quality source dataset for training.

Classification Phenotype classification +2

Cross-Field Transformer for Diabetic Retinopathy Grading on Two-field Fundus Images

1 code implementation26 Nov 2022 Junlin Hou, Jilan Xu, Fan Xiao, Rui-Wei Zhao, Yuejie Zhang, Haidong Zou, Lina Lu, Wenwen Xue, Rui Feng

However, automatic DR grading based on two-field fundus photography remains a challenging task due to the lack of publicly available datasets and effective fusion strategies.

Diabetic Retinopathy Grading Position

Denoising of Three-Dimensional Fast Spin Echo Magnetic Resonance Images of Knee Joints using Spatial-Variant Noise-Relevant Residual Learning of Convolution Neural Network

no code implementations21 Apr 2022 Shutian Zhao, Donal G. Cahill, Siyue Li, Fan Xiao, Thierry Blu, James F Griffith, Weitian Chen

In this study, inherent true noise information from 2-NEX acquisition was used to develop a deep-learning model based on residual learning of convolutional neural network (CNN), and this model was used to suppress the noise in 3D FSE MR images of knee joints.

Denoising

Clause Vivification by Unit Propagation in CDCL SAT Solvers

no code implementations29 Jul 2018 Chu-min Li, Fan Xiao, Mao Luo, Felip Manyà, Zhipeng Lü, Yu Li

Original and learnt clauses in Conflict-Driven Clause Learning (CDCL) SAT solvers often contain redundant literals.

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