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587 results on '"Luo, Yuling"'

4. MS Lesion Segmentation: Revisiting Weighting Mechanisms for Federated Learning

Author

Liu, Dongnan, Cabezas, Mariano, Wang, Dongang, Tang, Zihao, Bai, Lei, Zhan, Geng, Luo, Yuling, Kyle, Kain, Ly, Linda, Yu, James, Shieh, Chun-Chien, Nguyen, Aria, Karuppiah, Ettikan Kandasamy, Sullivan, Ryan, Calamante, Fernando, Barnett, Michael, Ouyang, Wanli, Cai, Weidong, and Wang, Chenyu

Subjects
Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Computer Vision and Pattern Recognition
Abstract

Federated learning (FL) has been widely employed for medical image analysis to facilitate multi-client collaborative learning without sharing raw data. Despite great success, FL's performance is limited for multiple sclerosis (MS) lesion segmentation tasks, due to variance in lesion characteristics imparted by different scanners and acquisition parameters. In this work, we propose the first FL MS lesion segmentation framework via two effective re-weighting mechanisms. Specifically, a learnable weight is assigned to each local node during the aggregation process, based on its segmentation performance. In addition, the segmentation loss function in each client is also re-weighted according to the lesion volume for the data during training. Comparison experiments on two FL MS segmentation scenarios using public and clinical datasets have demonstrated the effectiveness of the proposed method by outperforming other FL methods significantly. Furthermore, the segmentation performance of FL incorporating our proposed aggregation mechanism can exceed centralised training with all the raw data. The extensive evaluation also indicated the superiority of our method when estimating brain volume differences estimation after lesion inpainting., Comment: 10 pages, 3 figures, and 7 tables

Published
2022

12. NULISA: a proteomic liquid biopsy platform with attomolar sensitivity and high multiplexing

Author

Feng, Wei, Beer, Joanne C., Hao, Qinyu, Ariyapala, Ishara S., Sahajan, Aparna, Komarov, Andrei, Cha, Katie, Moua, Mason, Qiu, Xiaolei, Xu, Xiaomei, Iyengar, Shweta, Yoshimura, Thu, Nagaraj, Rajini, Wang, Li, Yu, Ming, Engel, Kate, Zhen, Lucas, Xue, Wen, Lee, Chen-jung, Park, Chan Ho, Peng, Cheng, Zhang, Kaiyuan, Grzybowski, Adrian, Hahm, Johnnie, Schmidt, Susanne V., Odainic, Alexandru, Spitzer, Jasper, Buddika, Kasun, Kuo, Dwight, Fang, Lei, Zhang, Bingqing, Chen, Steve, Latz, Eicke, Yin, Yiyuan, Luo, Yuling, and Ma, Xiao-Jun

Published
2023
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15. Efficient-Secure k-means Clustering Guaranteeing Personalized Local Differential Privacy

Author

Luo, Yuling, Wang, Zhangrui, Zhang, Shunsheng, Liu, Junxiu, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Meng, Weizhi, editor, Lu, Rongxing, editor, Min, Geyong, editor, and Vaidya, Jaideep, editor

Published
2023
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22. A Combined Feature Encoding Network with Semantic Enhancement for Image Tampering Forensics

Author

Luo, Yuling, Liang, Ce, Zhang, Shunsheng, Qin, Sheng, Rannenberg, Kai, Editor-in-Chief, Soares Barbosa, Luís, Editorial Board Member, Goedicke, Michael, Editorial Board Member, Tatnall, Arthur, Editorial Board Member, Neuhold, Erich J., Editorial Board Member, Stiller, Burkhard, Editorial Board Member, Tröltzsch, Fredi, Editorial Board Member, Pries-Heje, Jan, Editorial Board Member, Kreps, David, Editorial Board Member, Reis, Ricardo, Editorial Board Member, Furnell, Steven, Editorial Board Member, Mercier-Laurent, Eunika, Editorial Board Member, Winckler, Marco, Editorial Board Member, Malaka, Rainer, Editorial Board Member, Peterson, Gilbert, editor, and Shenoi, Sujeet, editor

Published
2022
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30. Effects of gut microbiota and probiotics on Alzheimer’s disease

Author

Guo Libing, Xu Jiaxin, Du Yunhua, Wu Weibo, Nie Wenjing, Zhang Dongliang, Luo Yuling, Lu Huixian, Lei Ming, Xiao Songhua, and Liu Jun

Subjects
alzheimer’s disease, gut microbiota, probiotics, Neurosciences. Biological psychiatry. Neuropsychiatry, RC321-571
Abstract

Alzheimer’s disease (AD) is a progressive neurodegenerative disease with high morbidity, disability, and fatality rate, significantly increasing the global burden of public health. The failure in drug discovery over the past decades has stressed the urgency and importance of seeking new perspectives. Recently, gut microbiome (GM), with the ability to communicate with the brain bidirectionally through the microbiome–gut–brain axis, has attracted much attention in AD-related studies, owing to their strong associations with amyloids, systematic and focal inflammation, impairment of vascular homeostasis and gut barrier, mitochondrial dysfunction, etc., making the regulation of GM, specifically supplementation of probiotics a promising candidate for AD treatment. This article aims to review the leading-edge knowledge concerning potential roles of GM in AD pathogenesis and of probiotics in its treatment and prevention.

Published
2021
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33. A Robust Watermarking Scheme with High Security and Low Computational Complexity

Author

Li, Liangjia, Luo, Yuling, Liu, Junxiu, Qiu, Senhui, Li, Lanhang, Akan, Ozgur, Editorial Board Member, Bellavista, Paolo, Editorial Board Member, Cao, Jiannong, Editorial Board Member, Coulson, Geoffrey, Editorial Board Member, Dressler, Falko, Editorial Board Member, Ferrari, Domenico, Editorial Board Member, Gerla, Mario, Editorial Board Member, Kobayashi, Hisashi, Editorial Board Member, Palazzo, Sergio, Editorial Board Member, Sahni, Sartaj, Editorial Board Member, Shen, Xuemin (Sherman), Editorial Board Member, Stan, Mircea, Editorial Board Member, Jia, Xiaohua, Editorial Board Member, Zomaya, Albert Y., Editorial Board Member, Park, Noseong, editor, Sun, Kun, editor, Foresti, Sara, editor, Butler, Kevin, editor, and Saxena, Nitesh, editor

Published
2020
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34. Automatic Segmentation and Diagnosis of Intervertebral Discs Based on Deep Neural Networks

Author

Liang, Xiuhao, Liu, Junxiu, Luo, Yuling, Wu, Guopei, Zhang, Shunsheng, Qiu, Senhui, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Yang, Haiqin, editor, Pasupa, Kitsuchart, editor, Leung, Andrew Chi-Sing, editor, Kwok, James T., editor, Chan, Jonathan H., editor, and King, Irwin, editor

Published
2020
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35. Sensor Drift Compensation Using Robust Classification Method

Author

Wu, Guopei, Liu, Junxiu, Luo, Yuling, Qiu, Senhui, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Yang, Haiqin, editor, Pasupa, Kitsuchart, editor, Leung, Andrew Chi-Sing, editor, Kwok, James T., editor, Chan, Jonathan H., editor, and King, Irwin, editor

Published
2020
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42. Human Body Posture Recognition Using Wearable Devices

Author

Liu, Junxiu, Li, Mingxing, Luo, Yuling, Yang, Su, Qiu, Senhui, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Tetko, Igor V., editor, Kůrková, Věra, editor, Karpov, Pavel, editor, and Theis, Fabian, editor

Published
2019
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43. Multi-objective Spiking Neural Network Hardware Mapping Based on Immune Genetic Algorithm

Author

Liu, Junxiu, Huang, Xingyue, Huang, Yongchuang, Luo, Yuling, Yang, Su, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Tetko, Igor V., editor, Kůrková, Věra, editor, Karpov, Pavel, editor, and Theis, Fabian, editor

Published
2019
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49. Improving the Stability for Spiking Neural Networks Using Anti-noise Learning Rule

Author

Luo, Yuling, Fu, Qiang, Liu, Junxiu, Huang, Yongchuang, Ding, Xuemei, Cao, Yi, Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Geng, Xin, editor, and Kang, Byeong-Ho, editor

Published
2018
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50. Financial Data Forecasting Using Optimized Echo State Network

Author

Liu, Junxiu, Sun, Tiening, Luo, Yuling, Fu, Qiang, Cao, Yi, Zhai, Jia, Ding, Xuemei, Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Cheng, Long, editor, Leung, Andrew Chi Sing, editor, and Ozawa, Seiichi, editor

Published
2018
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