Convolutional Neural Networks for Classification of Alzheimer's Disease: Overview and Reproducible Evaluation

16 April 2019

Papers citing "Convolutional Neural Networks for Classification of Alzheimer's Disease: Overview and Reproducible Evaluation"

50 / 88 papers shown

Title
REMEMBER: Retrieval-based Explainable Multimodal Evidence-guided Modeling for Brain Evaluation and Reasoning in Zero- and Few-shot Neurodegenerative Diagnosis Duy-Cat Can Quang-Huy Tang Huong Ha Binh T. Nguyen Oliver Y. Chén 31 0 0 12 Apr 2025
Pfungst and Clever Hans: Identifying the unintended cues in a widely used Alzheimer's disease MRI dataset using explainable deep learning C. Tinauer Maximilian Sackl Rudolf Stollberger Stefan Ropele C. Langkammer AAML 40 0 0 27 Jan 2025
GL-ICNN: An End-To-End Interpretable Convolutional Neural Network for the Diagnosis and Prediction of Alzheimer's Disease Wenjie Kang L. Jiskoot Peter De Deyn G. Biessels Huiberdina Koek ... H. Middelkoop W. M. van der Flier Willemijn J. Jansen S. Klein Esther E. Bron 29 0 0 20 Jan 2025
Invariant Shape Representation Learning For Image Classification Tonmoy Hossain Jing Ma Jundong Li Miaomiao Zhang 78 2 0 19 Nov 2024
Improving Image Data Leakage Detection in Automotive Software Md Abu Ahammed Babu Sushant Kumar Pandey Darko Durisic Ashok Chaitanya Koppisetty Miroslaw Staron 21 0 0 29 Oct 2024
Efficient Feature Extraction Using Light-Weight CNN Attention-Based Deep Learning Architectures for Ultrasound Fetal Plane Classification Arrun Sivasubramanian Divya Sasidharan Sowmya V Vinayakumar Ravi 23 0 0 22 Oct 2024
VoxelPrompt: A Vision-Language Agent for Grounded Medical Image Analysis Andrew Hoopes V. Butoi John Guttag Adrian V. Dalca MedIm LM&MA 35 1 0 10 Oct 2024
AlzhiNet: Traversing from 2DCNN to 3DCNN, Towards Early Detection and Diagnosis of Alzheimer's Disease Romoke Grace Akindele Samuel Adebayo Paul Shekonya Kanda Ming Yu 22 1 0 03 Oct 2024
Domain Aware Multi-Task Pretraining of 3D Swin Transformer for T1-weighted Brain MRI Jonghun Kim Mansu Kim Hyunjin Park MedIm ViT 23 0 0 01 Oct 2024
CompressedMediQ: Hybrid Quantum Machine Learning Pipeline for High-Dimensional Neuroimaging Data Kuan-Cheng Chen Yi-Tien Li Tai-Yu Li Chen-Yu Liu Po-Heng Li Cheng-Yu Chen 24 7 0 13 Sep 2024
A Quantitative Approach for Evaluating Disease Focus and Interpretability of Deep Learning Models for Alzheimer's Disease Classification Thomas Yu Chow Tam Litian Liang Ke Chen Haohan Wang Wei Wu 24 1 0 07 Sep 2024
GSpect: Spectral Filtering for Cross-Scale Graph Classification Xinming Zhang Wenchuan Yang Jiawei Feng Bitao Dai Tianci Bu Xin Lu 30 1 0 31 Aug 2024
Dual-View Pyramid Pooling in Deep Neural Networks for Improved Medical Image Classification and Confidence Calibration Xiaoqing Zhang Qiushi Nie Zunjie Xiao Jilu Zhao Xiao Wu Pengxin Guo Runzhi Li Jin Liu Yanjie Wei Yi-Lun Pan 44 0 0 06 Aug 2024
Automatic rating of incomplete hippocampal inversions evaluated across multiple cohorts Lisa Hemforth B. Couvy-Duchesne Kevin de Matos Camille Brianceau Matthieu Joulot ... V. Frouin Alexandre Martin IMAGEN study group C. Cury O. Colliot 35 1 0 05 Aug 2024
Enhanced Deep Learning Methodologies and MRI Selection Techniques for Dementia Diagnosis in the Elderly Population Nikolaos Ntampakis Konstantinos Diamantaras Ioanna Chouvarda Vasileios Argyriou Panagiotis Sarigianndis 19 1 0 24 Jul 2024
TE-SSL: Time and Event-aware Self Supervised Learning for Alzheimer's Disease Progression Analysis Jacob Thrasher Alina Devkota Ahmed Tafti Binod Bhattarai P. Gyawali 31 0 0 09 Jul 2024
Unsupervised Analysis of Alzheimer's Disease Signatures using 3D Deformable Autoencoders Mehmet Yigit Avci Emily Chan Veronika A. Zimmer Daniel Rueckert Benedikt Wiestler Julia A. Schnabel Cosmin I. Bercea MedIm 37 0 0 04 Jul 2024
AXIAL: Attention-based eXplainability for Interpretable Alzheimer's Localized Diagnosis using 2D CNNs on 3D MRI brain scans Gabriele Lozupone Alessandro Bria F. Fontanella C. D. Stefano 35 4 0 02 Jul 2024
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
Self-Supervised Pretext Tasks for Alzheimer's Disease Classification using 3D Convolutional Neural Networks on Large-Scale Synthetic Neuroimaging Dataset Chen Zheng MedIm 21 0 0 20 Jun 2024
A Novel Feature Map Enhancement Technique Integrating Residual CNN and Transformer for Alzheimer Diseases Diagnosis Saddam Hussain Khan MedIm 47 2 0 30 Mar 2024
HyperFusion: A Hypernetwork Approach to Multimodal Integration of Tabular and Medical Imaging Data for Predictive Modeling Daniel Duenias Brennan Nichyporuk Tal Arbel Tammy Riklin-Raviv 42 3 0 20 Mar 2024
Learning the irreversible progression trajectory of Alzheimer's disease Yipei Wang Bing He S. Risacher A. Saykin Jingwen Yan Xiaoqian Wang 43 0 0 10 Mar 2024
Predicting Parkinson's disease trajectory using clinical and functional MRI features: a reproduction and replication study Elodie Germani Nikhil Baghwat Mathieu Dugré Rémi Gau A. Montillo Kevin Nguyen Andrzej Sokolowski Madeleine Sharp J B Poline Tristan Glatard 21 0 0 20 Feb 2024
Evaluation of pseudo-healthy image reconstruction for anomaly detection with deep generative models: Application to brain FDG PET Ravi Hassanaly Camille Brianceau Maelys Solal O. Colliot Ninon Burgos MedIm 38 5 0 29 Jan 2024
Dimensional Neuroimaging Endophenotypes: Neurobiological Representations of Disease Heterogeneity Through Machine Learning Junhao Wen Mathilde Antoniades Zhijian Yang Gyujoon Hwang I. Skampardoni Rongguang Wang Christos Davatzikos 25 1 0 17 Jan 2024
ADAPT: Alzheimer Diagnosis through Adaptive Profiling Transformers Yifeng Wang Ke Chen Haohan Wang MedIm 23 1 0 12 Jan 2024
MMGPL: Multimodal Medical Data Analysis with Graph Prompt Learning Liang Peng Songyue Cai Zongqian Wu Huifang Shang Xiaofeng Zhu Xiaoxiao Li 39 9 0 22 Dec 2023
Identifying Alzheimer Disease Dementia Levels Using Machine Learning Methods Md Gulzar Hussain Shiren Ye 12 5 0 02 Nov 2023
A reproducible 3D convolutional neural network with dual attention module (3D-DAM) for Alzheimer's disease classification Gia-Minh Hoang Youngjoo Lee Jae Gwan Kim MedIm 17 1 0 19 Oct 2023
A Hybrid Transfer Learning Assisted Decision Support System for Accurate Prediction of Alzheimer Disease M. K. Mahadi Abdullah Abdullah Jamal Uddin Asif Newaz MedIm 15 0 0 13 Oct 2023
RegBN: Batch Normalization of Multimodal Data with Regularization Morteza Ghahremani Christian Wachinger 28 6 0 01 Oct 2023
An Interpretable Machine Learning Model with Deep Learning-based Imaging Biomarkers for Diagnosis of Alzheimer's Disease Wenjie Kang Bo-wen Li J. Papma L. Jiskoot P. P. Deyn ... H. Middelkoop W. M. van der Flier I. Ramakers S. Klein Esther E. Bron 14 4 0 15 Aug 2023
Attention-based 3D CNN with Multi-layer Features for Alzheimer's Disease Diagnosis using Brain Images Yanteng Zhang Qizhi Teng Xiaohai He Tong Niu Lipei Zhang Yan Liu Chao Ren MedIm 16 7 0 10 Aug 2023
Adapting Machine Learning Diagnostic Models to New Populations Using a Small Amount of Data: Results from Clinical Neuroscience Rongguang Wang G. Erus Pratik Chaudhari Christos Davatzikos OOD 40 2 0 06 Aug 2023
Multi-modal Graph Neural Network for Early Diagnosis of Alzheimer's Disease from sMRI and PET Scans Yanteng Zhanga Xiaohai He Yi Hao Chan Qizhi Teng Jagath Rajapakse 14 30 0 31 Jul 2023
Discovering interpretable elastoplasticity models via the neural polynomial method enabled symbolic regressions B. Bahmani H. S. Suh WaiChing Sun 23 17 0 24 Jul 2023
TriFormer: A Multi-modal Transformer Framework For Mild Cognitive Impairment Conversion Prediction Linfeng Liu Junyan Lyu Siyu Liu Xiaoying Tang Shekhar S. Chandra F. Nasrallah MedIm 23 2 0 14 Jul 2023
Weakly-supervised positional contrastive learning: application to cirrhosis classification Emma Sarfati Alexandre Bône Marc-Michel Rohé Pietro Gori Isabelle Bloch 18 1 0 10 Jul 2023
Interpretable Alzheimer's Disease Classification Via a Contrastive Diffusion Autoencoder Ayodeji Ijishakin A. Abdulaal Adamos Hadjivasiliou Sophie Martin James H. Cole DiffM MedIm 33 9 0 05 Jun 2023
Smart ROI Detection for Alzheimer's disease prediction using explainable AI Atefeh Aghaei M. Moghaddam 41 2 0 18 Mar 2023
Don't PANIC: Prototypical Additive Neural Network for Interpretable Classification of Alzheimer's Disease Tom Nuno Wolf Sebastian Polsterl Christian Wachinger FAtt 29 6 0 13 Mar 2023
Artificial Intelligence for Dementia Research Methods Optimization M. Bucholc C. James Ahmad Al Khleifat A. Badhwar Natasha Clarke ... S. Tamburin H. Tantiangco I. Lourida David J. Llewellyn J. Ranson 10 15 0 02 Mar 2023
SF2Former: Amyotrophic Lateral Sclerosis Identification From Multi-center MRI Data Using Spatial and Frequency Fusion Transformer Rafsanjany Kushol Collin C. Luk Avyarthana Dey M. Benatar H. Briemberg ... R. Welsh A. Wilman L. Zinman S. Kalra Yee-Hong Yang MedIm 25 9 0 21 Feb 2023
Promises and pitfalls of deep neural networks in neuroimaging-based psychiatric research Fabian Eitel Marc-Andre Schulz Moritz Seiler Henrik Walter K. Ritter AI4CE 19 42 0 20 Jan 2023
Explicit Temporal Embedding in Deep Generative Latent Models for Longitudinal Medical Image Synthesis Julian Schon Raghavendra Selvan Lotte Nygaard I. Vogelius Jens Petersen MedIm 14 4 0 13 Jan 2023
NeuroExplainer: Fine-Grained Attention Decoding to Uncover Cortical Development Patterns of Preterm Infants Chen Xue Fan Wang Yuanzhuo Zhu Hui Li Deyu Meng Dinggang Shen C. Lian 50 2 0 01 Jan 2023
A Structure-guided Effective and Temporal-lag Connectivity Network for Revealing Brain Disorder Mechanisms Zhengwang Xia Tao Zhou S. Mamoon Amani Alfakih Jianfeng Lu 27 9 0 01 Dec 2022
Deep Grading based on Collective Artificial Intelligence for AD Diagnosis and Prognosis H. Nguyen Michael Clement Boris Mansencal Pierrick Coupé 13 3 0 28 Nov 2022
How precise are performance estimates for typical medical image segmentation tasks? Rosana El Jurdi O. Colliot UQCV 25 6 0 26 Oct 2022