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"

38 / 88 papers shown

Title
Introducing Vision Transformer for Alzheimer's Disease classification task with 3D input Zilun Zhang Farzad Khalvati MedIm ViT 22 9 0 03 Oct 2022
Cascaded Multi-Modal Mixing Transformers for Alzheimer's Disease Classification with Incomplete Data Linfeng Liu Siyu Liu Lu Zhang X. To F. Nasrallah Shekhar S. Chandra MedIm 34 52 0 01 Oct 2022
Structure Guided Manifolds for Discovery of Disease Characteristics Siyu Liu Linfeng Liu Xuan Vinh Stuart Crozier Craig B. Engstrom F. Nasrallah Shekhar S. Chandra MedIm 23 0 0 22 Sep 2022
Reproducibility in machine learning for medical imaging O. Colliot Elina Thibeau-Sutre Ninon Burgos OOD 27 8 0 12 Sep 2022
Computer-aided diagnosis and prediction in brain disorders Vikram Venkatraghavan S. V. D. Voort D. Bos M. Smits F. Barkhof W. Niessen S. Klein Esther E. Bron OOD 14 1 0 29 Jun 2022
U-PET: MRI-based Dementia Detection with Joint Generation of Synthetic FDG-PET Images Marcel Kollovieh Matthias Keicher S. Wunderlich Hendrik Burwinkel T. Wendler Nassir Navab MedIm 16 1 0 16 Jun 2022
Towards better Interpretable and Generalizable AD detection using Collective Artificial Intelligence H. Nguyen Michael Clement Boris Mansencal Pierrick Coupé MedIm 36 109 0 07 Jun 2022
Bias in Machine Learning Models Can Be Significantly Mitigated by Careful Training: Evidence from Neuroimaging Studies Rongguang Wang Pratik Chaudhari Christos Davatzikos OOD AI4CE 29 43 0 26 May 2022
Machine Learning Workflow to Explain Black-box Models for Early Alzheimer's Disease Classification Evaluated for Multiple Datasets Louise Bloch Christoph M. Friedrich 11 11 0 12 May 2022
Adversarial confound regression and uncertainty measurements to classify heterogeneous clinical MRI in Mass General Brigham M. Leming Sudeshna Das H. Im BDL 23 8 0 05 May 2022
Feature robustness and sex differences in medical imaging: a case study in MRI-based Alzheimer's disease detection Eike Petersen Aasa Feragen Maria Luise da Costa Zemsch A. Henriksen Oskar Eiler Wiese Christensen M. Ganz OOD 21 27 0 04 Apr 2022
MRI-based Multi-task Decoupling Learning for Alzheimer's Disease Detection and MMSE Score Prediction: A Multi-site Validation Xu Tian Jin Liu Hulin Kuang Yu Sheng Jianxin Wang The Alzheimer’s Disease Neuroimaging Initiative 16 5 0 02 Apr 2022
Biceph-Net: A robust and lightweight framework for the diagnosis of Alzheimer's disease using 2D-MRI scans and deep similarity learning A. H. Rashid Aditya Gupta Jhalak Gupta M. Tanveer 23 25 0 23 Mar 2022
A multi-stream convolutional neural network for classification of progressive MCI in Alzheimer's disease using structural MRI images Mona Ashtari-Majlan Abbas Seifi Mohammad Mahdi Dehshibi 13 46 0 03 Mar 2022
Ten years of image analysis and machine learning competitions in dementia Esther E. Bron S. Klein Annika Reinke J. Papma Lena Maier-Hein Daniel C. Alexander N. Oxtoby OOD 13 15 0 15 Dec 2021
Neural Networks for Infectious Diseases Detection: Prospects and Challenges Muhammad Azeem Shumaila Javaid Hamza Fahim Nasir Saeed 24 6 0 07 Dec 2021
Conditional Alignment and Uniformity for Contrastive Learning with Continuous Proxy Labels Benoit Dufumier Pietro Gori J. Victor Antoine Grigis Edouard Duchesnay MedIm 16 6 0 10 Nov 2021
Axial multi-layer perceptron architecture for automatic segmentation of choroid plexus in multiple sclerosis Marius Schmidt-Mengin Vito A G Ricigliano B. Bodini E. Morena A. Colombi Mariem Hamzaoui Arya Yazdan Panah B. Stankoff O. Colliot 31 15 0 08 Sep 2021
Alzheimer's Disease Diagnosis via Deep Factorization Machine Models Raphael Ronge K. Nho Christian Wachinger Sebastian Polsterl 6 4 0 12 Aug 2021
An explainable two-dimensional single model deep learning approach for Alzheimer's disease diagnosis and brain atrophy localization Fan Zhang Bo Pan Pengfei Shao Peng Liu Shuwei Shen Peng Yao Ronald X. Xu 18 3 0 28 Jul 2021
Multimodal Representations Learning and Adversarial Hypergraph Fusion for Early Alzheimer's Disease Prediction Qiankun Zuo Baiying Lei Yanyan Shen Yong Liu Z. Feng Shuqiang Wang 6 47 0 21 Jul 2021
Combining 3D Image and Tabular Data via the Dynamic Affine Feature Map Transform Sebastian Polsterl Tom Nuno Wolf Christian Wachinger MedIm 22 44 0 13 Jul 2021
Benchmarking CNN on 3D Anatomical Brain MRI: Architectures, Data Augmentation and Deep Ensemble Learning Benoit Dufumier Pietro Gori Ilaria Battaglia J. Victor Antoine Grigis Edouard Duchesnay 3DV 31 16 0 02 Jun 2021
Data Augmentation in High Dimensional Low Sample Size Setting Using a Geometry-Based Variational Autoencoder Clément Chadebec Elina Thibeau-Sutre Ninon Burgos S. Allassonnière 36 62 0 30 Apr 2021
Automatic quality control of brain T1-weighted magnetic resonance images for a clinical data warehouse Simona Bottani Ninon Burgos Aurélien Maire Adam Wild Sebastian Ströer Didier Dormont O. Colliot 14 31 0 16 Apr 2021
Deep Learning in current Neuroimaging: a multivariate approach with power and type I error control but arguable generalization ability C. Jiménez-Mesa J. Ramírez J. Suckling Jonathan Voglein J. Levin Juan M Gorriz Alzheimer's Disease Neuroimaging Initiative Adni Dominantly Inherited Alzheimer Network (DIAN) 14 10 0 30 Mar 2021
Embracing the Disharmony in Medical Imaging: A Simple and Effective Framework for Domain Adaptation Rongguang Wang Pratik Chaudhari Christos Davatzikos OOD 42 49 0 23 Mar 2021
ICAM-reg: Interpretable Classification and Regression with Feature Attribution for Mapping Neurological Phenotypes in Individual Scans Cher Bass Mariana da Silva Carole Sudre Logan Z. J. Williams Petru-Daniel Tudosiu F. Alfaro-Almagro S. Fitzgibbon M. Glasser Stephen M. Smith E. C. Robinson 22 27 0 03 Mar 2021
Improving 3D convolutional neural network comprehensibility via interactive visualization of relevance maps: Evaluation in Alzheimer's disease M. Dyrba Moritz Hanzig S. Altenstein Sebastian Bader Tommaso Ballarini ... B. Ertl-Wagner M. Wagner J. Wiltfang F. Jessen S. Teipel FAtt MedIm 39 51 0 18 Dec 2020
Cross-Cohort Generalizability of Deep and Conventional Machine Learning for MRI-based Diagnosis and Prediction of Alzheimer's Disease Esther E. Bron S. Klein J. Papma L. Jiskoot Vikram Venkatraghavan ... W. Niessen J. Swieten W. M. van der Flier I. Ramakers A. van der Lugt 8 66 0 16 Dec 2020
Domain Shift in Computer Vision models for MRI data analysis: An Overview E. Kondrateva Marina Pominova E. Popova M. Sharaev A. Bernstein Evgeny Burnaev OOD 8 34 0 14 Oct 2020
Locally orderless tensor networks for classifying two- and three-dimensional medical images Raghavendra Selvan S. Orting Erik Dam 13 6 0 25 Sep 2020
Harnessing spatial homogeneity of neuroimaging data: patch individual filter layers for CNNs Fabian Eitel J. P. Albrecht M. Weygandt Friedemann Paul K. Ritter 13 2 0 23 Jul 2020
Longitudinal Pooling & Consistency Regularization to Model Disease Progression from MRIs J. Ouyang Qingyu Zhao E. Sullivan A. Pfefferbaum S. Tapert Ehsan Adeli K. Pohl 14 17 0 31 Mar 2020
Visualization approach to assess the robustness of neural networks for medical image classification Elina Thibeau-Sutre O. Colliot Didier Dormont Ninon Burgos 17 15 0 19 Nov 2019
On the design of convolutional neural networks for automatic detection of Alzheimer's disease Sheng Liu Chhavi Yadav C. Fernandez‐Granda N. Razavian 42 46 0 09 Nov 2019
Multi-scale Graph-based Grading for Alzheimer's Disease Prediction Kilian Hett T. Thong J. V. Manjón Pierrick Coupé 10 35 0 15 Jul 2019
Binary Classification of Alzheimer Disease using sMRI Imaging modality and Deep Learning Ahsan Bin Tufail Qiu-Na Zhang Yong-Kui Ma MedIm 19 88 0 09 Sep 2018