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面向图像的域自适应学习方法与医疗应用研究
学位论文
工学博士, 中国科学院自动化研究所: 中国科学院自动化研究所, 2022
Authors:
田磊
Adobe PDF(13045Kb)
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View/Download:116/5
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Submit date:2022/06/13
域自适应学习
迁移学习
分布适配
跨域标签传播
子空间学习
Structure-aware siamese graph neural networks for encounter-level patient similarity learning
期刊论文
JOURNAL OF BIOMEDICAL INFORMATICS, 2022, 卷号: 127, 页码: 13
Authors:
Gu, Yifan
;
Yang, Xuebing
;
Tian, Lei
;
Yang, Hongyu
;
Lv, Jicheng
;
Yang, Chao
;
Wang, Jinwei
;
Xi, Jianing
;
Kong, Guilan
;
Zhang, Wensheng
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View/Download:53/0
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Submit date:2022/06/10
Encounter-Level Patient Similarity
Representation Learning
Siamese Networks
Graph Neural Networks
Partial Domain Adaptation by Progressive Sample Learning of Shared Classes
期刊论文
Neural Processing Letters, 2022, 卷号: 0, 期号: 0, 页码: 0
Authors:
Lei, Tian
;
Yongqiang, Tang
;
Wensheng, Zhang
Adobe PDF(912Kb)
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View/Download:62/3
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Submit date:2022/04/06
Partial domain adaptation
Domain adaptation
Transfer learning
Self-paced learning
Low-dimensional subspace learning
Ship Detection in High-Resolution Optical Remote Sensing Images Aided by Saliency Information
期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2022, 期号: 0, 页码: 0
Authors:
Zhida, Ren
;
Yongqiang, Tang
;
Zewen, He
;
Lei, Tian
;
Yang, Yang
;
Wensheng, Zhang
Adobe PDF(3882Kb)
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View/Download:47/6
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Submit date:2022/04/22
Deep learning
ship detection
saliency detection
high-resolution optical images
remote sensing
Deep convolutional self-paced clustering
期刊论文
APPLIED INTELLIGENCE, 2021, 页码: 15
Authors:
Chen, Rui
;
Tang, Yongqiang
;
Tian, Lei
;
Zhang, Caixia
;
Zhang, Wensheng
Adobe PDF(2029Kb)
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Submit date:2021/11/02
Deep clustering
Convolutional autoencoder
Local structure preservation
Self-paced learning
Self-centralized jointly sparse maximum margin criterion for robust dimensionality reduction
期刊论文
KNOWLEDGE-BASED SYSTEMS, 2020, 卷号: 206, 页码: 15
Authors:
Hu, Liangchen
;
Xu, Jingke
;
Tian, Lei
;
Zhang, Wensheng
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Submit date:2021/01/07
Maximum margin criterion
Robustness
Adaptive centroid
L-1,L-2-norm sparsity
Dimensionality reduction
Domain Adaptation by Class Centroid Matching and Local Manifold Self-Learning
期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2020, 卷号: 29, 页码: 9703-9718
Authors:
Tian, Lei
;
Tang, Yongqiang
;
Hu, Liangchen
;
Ren, Zhida
;
Zhang, Wensheng
Adobe PDF(3443Kb)
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View/Download:88/3
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Submit date:2021/01/06
Domain adaptation
class centroid matching
local manifold self-learning
两阶段领域自适应学习
期刊论文
模式识别与人工智能, 2019, 卷号: 32, 期号: 9, 页码: 773-784
Authors:
田磊
;
唐永强
;
张文生
Adobe PDF(705Kb)
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View/Download:35/1
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Submit date:2022/06/14
领域自适应
两阶段学习
边缘分布适配
条件分布适配
判别信息保留