Graph Saliency Maps through Spectral Convolutional Networks: Application to Sex Classification with Brain Connectivity

5 June 2018

Papers citing "Graph Saliency Maps through Spectral Convolutional Networks: Application to Sex Classification with Brain Connectivity"

27 / 27 papers shown

Title
AI for the prediction of early stages of Alzheimer's disease from neuroimaging biomarkers -- A narrative review of a growing field Thorsten Rudroff O. Rainio R. Klén 36 8 0 25 Jun 2024
DSAM: A Deep Learning Framework for Analyzing Temporal and Spatial Dynamics in Brain Networks Bishal Thapaliya Robyn L. Miller Jiayu Chen Yu-Ping Wang Esra Akbas ... Bhaskar Ray Pranav Suresh Santosh Ghimire Vince D. Calhoun Jingyu Liu 19 7 0 19 May 2024
A Generative Self-Supervised Framework using Functional Connectivity in fMRI Data Jungwon Choi Seongho Keum Eunggu Yun Byung-Hoon Kim Juho Lee 37 4 0 04 Dec 2023
Brain Networks and Intelligence: A Graph Neural Network Based Approach to Resting State fMRI Data Bishal Thapaliya Esra Akbas Jiayu Chen Ram Sapkota Bhaskar Ray Pranav Suresh Vince D. Calhoun Jingyu Liu 27 12 0 06 Nov 2023
TiBGL: Template-induced Brain Graph Learning for Functional Neuroimaging Analysis Xiangzhu Meng Wei Wei Qiang Liu Shu Wu Liang Wang 27 0 0 14 Sep 2023
DreaMR: Diffusion-driven Counterfactual Explanation for Functional MRI H. Bedel Tolga Çukur DiffM MedIm 31 24 0 18 Jul 2023
Interpretable Sparsification of Brain Graphs: Better Practices and Effective Designs for Graph Neural Networks Gao Li M. Duda Xinming Zhang Danai Koutra Yujun Yan 13 8 0 26 Jun 2023
Multi-Head Graph Convolutional Network for Structural Connectome Classification Anees Kazi Jocelyn M Mora Bruce Fischl Yun Cao I. Aganj 18 3 0 02 May 2023
Contrastive Brain Network Learning via Hierarchical Signed Graph Pooling Model Haoteng Tang Guixiang Ma Lei Guo Xiyao Fu Heng-Chiao Huang Li Zhang 21 24 0 14 Jul 2022
Investigating Brain Connectivity with Graph Neural Networks and GNNExplainer Maksim Zhdanov S. Steinmann Nico Hoffmann 19 11 0 04 Jun 2022
BolT: Fused Window Transformers for fMRI Time Series Analysis H. Bedel Irmak Sivgin Onat Dalmaz S. Dar Tolga Çukur 59 54 0 23 May 2022
Functional2Structural: Cross-Modality Brain Networks Representation Learning Haoteng Tang Xiyao Fu Lei Guo Yalin Wang S. Mackin O. Ajilore Alex Leow Paul M. Thompson Heng-Chiao Huang Liang Zhan 9 0 0 06 May 2022
Deep reinforcement learning guided graph neural networks for brain network analysis Xusheng Zhao Jia Wu Hao Peng Amin Beheshti Jessica J. M. Monaghan ... Mark Dras Qiong Dai Yangyang Li Philip S. Yu Lifang He GNN 30 44 0 18 Mar 2022
Deep Dynamic Effective Connectivity Estimation from Multivariate Time Series Usman Mahmood Z. Fu Vince D. Calhoun Sergey Plis 38 3 0 04 Feb 2022
Knee Cartilage Defect Assessment by Graph Representation and Surface Convolution Zixu Zhuang Liping Si Sheng Wang Kai Xuan Xi Ouyang ... Zhong Xue Lichi Zhang D. Shen Weiwu Yao Qian Wang 37 5 0 12 Jan 2022
Forecasting Brain Activity Based on Models of Spatio-Temporal Brain Dynamics: A Comparison of Graph Neural Network Architectures S. Wein Alina Schüller A. Tomé W. Malloni M. Greenlee E. Lang AI4CE 32 14 0 08 Dec 2021
Multiplex Graph Networks for Multimodal Brain Network Analysis Zhaoming Kong Lichao Sun Hao Peng Liang Zhan Yong Chen Lifang He 16 6 0 31 Jul 2021
Learning Dynamic Graph Representation of Brain Connectome with Spatio-Temporal Attention Byung-Hoon Kim Jong Chul Ye Jae-Jin Kim 34 129 0 27 May 2021
Graph-Based Deep Learning for Medical Diagnosis and Analysis: Past, Present and Future David Ahmedt-Aristizabal M. Armin Simon Denman Clinton Fookes L. Petersson 16 178 0 27 May 2021
A Graph Neural Network Framework for Causal Inference in Brain Networks S. Wein W. Malloni A. Tomé Sebastian M. Frank Gina-Isabelle Henze S. Wüst M. Greenlee E. Lang 27 49 0 14 Oct 2020
INSIDE: Steering Spatial Attention with Non-Imaging Information in CNNs Grzegorz Jacenków Alison Q. OÑeil Brian Mohr Sotirios A. Tsaftaris 14 9 0 21 Aug 2020
Deep Representation Learning For Multimodal Brain Networks Wen Zhang Liang Zhan P. Thompson Yalin Wang MedIm 21 24 0 19 Jul 2020
Interpretable and Accurate Fine-grained Recognition via Region Grouping Zixuan Huang Yin Li 12 138 0 21 May 2020
Towards a predictive spatio-temporal representation of brain data Tiago Azevedo L. Passamonti Pietro Lió N. Toschi 17 9 0 29 Feb 2020
Understanding Graph Isomorphism Network for rs-fMRI Functional Connectivity Analysis Byung-Hoon Kim J. C. Ye AI4CE GNN 21 131 0 10 Jan 2020
Geometric deep learning on graphs and manifolds using mixture model CNNs Federico Monti Davide Boscaini Jonathan Masci Emanuele Rodolà Jan Svoboda M. Bronstein GNN 251 1,811 0 25 Nov 2016
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 259 3,239 0 24 Nov 2016