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DHSampling: Diversity-Based Hyperedge Sampling in GNN Learning with Application to Medical Imaging Classification
会议论文
LECTURE NOTES IN COMPUTER SCIENCE (INCLUDING SUBSERIES LECTURE NOTES IN ARTIFICIAL INTELLIGENCE AND LECTURE NOTES IN BIOINFORMATICS), Marrakesh, Morocco, October 6, 2024 - October 6, 2024
作者:
Liu, Jiameng
;
Pala, Furkan
;
Rekik, Islem
;
Shen, Dinggang
Adobe PDF(1654Kb)
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收藏
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浏览/下载:222/3
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提交时间:2024/11/29
Adversarial machine learning
Contrastive Learning
Graph embeddings
Graph neural networks
Network embeddings
Network theory (graphs)
Clinical data
Diversity-based sampling
Efficient graph neural network learning
Embeddings
Graph neural networks
Hyperedges
Large-scales
Neural network learning
Subgraphs
Topology and embedding diversity
DVasMesh: Deep Structured Mesh Reconstruction from Vascular Images for Dynamics Modeling of Vessels
会议论文
LECTURE NOTES IN COMPUTER SCIENCE, Marrakesh, Morocco, October 6, 2024 - October 6, 2024
作者:
Jia, Dengqiang
;
Yang, Xinnian
;
Xiong, Xiaosong
;
Huang, Shijie
;
Hou, Feiyu
收藏
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浏览/下载:32/0
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提交时间:2025/04/11
Deep learning
Image annotation
Image segmentation
Magnetic resonance imaging
Medical image processing
Network theory (graphs)
Cerebral vessels
Coronary
CTA
Deep learning
Dynamics simulation
Mesh reconstruction
MRA
Structured mesh
Vascular
Vascular graph
GNNDrive: Reducing Memory Contention and I/O Congestion for Disk-based GNN Training
会议论文
ACM INTERNATIONAL CONFERENCE PROCEEDING SERIES, Gotland, Sweden, August 12, 2024 - August 15, 2024
作者:
Jiang, Qisheng
;
Jia, Lei
;
Wang, Chundong
Adobe PDF(1831Kb)
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收藏
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浏览/下载:324/3
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提交时间:2024/09/20
Buffer storage
Memory management
Network theory (graphs)
Asynchronous I/O
Disk-based
Disk-based training
Graph neural networks
Higher dimensional features
I/O congestion
Large graphs
Memory contentions
Neural networks trainings
State of the art
SGTR+: End-to-End Scene Graph Generation With Transformer
期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2024, 卷号: 46, 期号: 4, 页码: 2191-2205
作者:
Li, Rongjie
;
Zhang, Songyang
;
He, Xuming
Adobe PDF(4458Kb)
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收藏
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浏览/下载:449/42
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提交时间:2023/12/22
Computer vision
deep learning
scene graph generation
scene understanding
visual relationship detection
Benchmarking
Deep learning
Graph theory
Graphic methods
Job analysis
Bipartite graphs
Decoding
Generator
Graph generation
Proposal
Scene graph generation
Scene understanding
Scene-graphs
Task analysis
Transformer
Visual relationship detection
Distinguish the Indistinguishable: Spatial Personalized Transformer for Traffic Flow Forecast
会议论文
LECTURE NOTES IN COMPUTER SCIENCE (INCLUDING SUBSERIES LECTURE NOTES IN ARTIFICIAL INTELLIGENCE AND LECTURE NOTES IN BIOINFORMATICS), Jinhua, China, August 30, 2024 - September 1, 2024
作者:
Chen, Ao
;
Cao, Shaosheng
;
Zhang, Haipeng
Adobe PDF(28073Kb)
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收藏
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浏览/下载:266/3
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提交时间:2024/09/20
Data flow graphs
Graph embeddings
Network theory (graphs)
Accurate modeling
Graph networks
Graph neural networks
Indistinguishability
Spatial temporals
Spatial-temporal forecast
Temporal graphs
Traffic flow forecast
Traffic flow forecasting
Traffic nodes
Scalable Hybrid Beamforming for Multi-User MISO Systems: A Graph Neural Network Approach
期刊论文
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2024, 卷号: PP, 期号: 99, 页码: 1-1
作者:
Shaojun Wan
;
Zixin Wang
;
Yong Zhou
Adobe PDF(2057Kb)
|
收藏
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浏览/下载:385/2
|
提交时间:2024/06/03
Array processing
Beam forming networks
Beamforming
Chains
Complex networks
Computer architecture
Graph theory
Network architecture
Radio waves
Spectrum efficiency
Wireless networks
Array signal processing
Bipartite graph neural network
Bipartite graphs
Graph neural networks
Hybrid beamforming
Multiuser communication
Radio frequency chains
Radiofrequencies
Sum-rate maximizations
AASeg: Artery-aware Global-to-Local Framework for Aneurysm Segmentation in Head and Neck CTA Images
期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2024, 卷号: PP, 期号: 99
作者:
Linlin Yao
;
Dongdong Chen
;
Xiangyu Zhao
;
Manman Fei
;
Zhiyun Song
Adobe PDF(20351Kb)
|
收藏
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浏览/下载:199/7
|
提交时间:2024/11/28
Angiography
Graphic methods
Image segmentation
Medical computing
Network theory (graphs)
Aneurysm segmentation
Angiography images
Centerline graph
Centerlines
Computed tomography angiography
Geometric deep learning
Head and neck
Localisation
Medical intervention
Point-clouds
Mapping the evolution of regional brain network efficiency and its association with cognitive abilities during the first twenty-eight months of life
期刊论文
DEVELOPMENTAL COGNITIVE NEUROSCIENCE, 2023, 卷号: 63
作者:
Jiang, Weixiong
;
Zhou, Zhen
;
Li, Guoshi
;
Yin, Weiyan
Adobe PDF(6180Kb)
|
收藏
|
浏览/下载:284/1
|
提交时间:2023/08/28
Longitudinal
Development
Brain network
Graph theory
RsfMRI
Cognitive ability
EXPLAINING TEMPORAL GRAPH MODELS THROUGH AN EXPLORER-NAVIGATOR FRAMEWORK
会议论文
11TH INTERNATIONAL CONFERENCE ON LEARNING REPRESENTATIONS, ICLR 2023, Kigali, Rwanda, May 1, 2023 - May 5, 2023
作者:
Xia, Wenwen
;
Lai, Mincai
;
Shan, Caihua
;
Zhang, Yao
;
Dai, Xinnan
收藏
|
浏览/下载:163/0
|
提交时间:2024/08/09
Combinatorial optimization
Graph neural networks
Graph theory
Combinatorial optimization problems
Graph model
Graph neural networks
Learn+
Performance
Search spaces
Speed up
Temporal graphs
Temporal prediction
Tree-search
Joint selection of brain network nodes and edges for MCI identification
期刊论文
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2022, 卷号: 225
作者:
Jiang, Xiao
;
Qiao, Lishan
;
De Leone, Renato
;
Shen, Dinggang
Adobe PDF(3177Kb)
|
收藏
|
浏览/下载:334/0
|
提交时间:2022/10/14
Biomarkers
Classification (of information)
Diagnosis
Feature Selection
Graph theory
Neurodegenerative diseases
Risk perception
Brain networks
Brain regions
Cognitive impairment
Edge-based methods
Features selection
Functional brain graph
Mild cognitive impairment identification
Node-based
Node-based method
Sparse group LASSO
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