Alzheimer Disease Detection ML Frameworks

ML projects for detecting and predicting Alzheimer's disease and related dementias using medical imaging (MRI), biomarkers, speech analysis, and multimodal data. Does NOT include general neurodegenerative disease detection, dementia risk assessment from non-medical data, or diagnostic apps without ML models.

There are 40 alzheimer disease detection frameworks tracked. The highest-rated is jrieke/cnn-interpretability at 41/100 with 178 stars.

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# Framework Score Tier
1 jrieke/cnn-interpretability

šŸ„ Visualizing Convolutional Networks for MRI-based Diagnosis of Alzheimer’s Disease

41
Emerging
2 NYUMedML/CNN_design_for_AD

Code for "Generalizable deep learning model for early Alzheimer’s disease...

40
Emerging
3 Gersha2024/Alzheimer-MRI-Preprocessing-FreeSurfer-SliceSelection-DeepLearning-TransferLearning-EnsembleLearning

🧠 Detect Alzheimer's disease using MRI scans with transfer learning, deep...

36
Emerging
4 aramis-lab/AD-DL

Classification of Alzheimer's disease status with convolutional neural networks.

35
Emerging
5 shreyasgite/dementianet

A longitudinal spontaneous speech (machine learning audio) dataset for...

33
Emerging
6 Anshul-ydv/Neuro-Regenerative_Multimodal_Detection

Multimodal detection of Alzheimer's disease using the OASIS-1 dataset with...

29
Experimental
7 edaaydinea/OP1-Prediction-of-the-Different-Progressive-Levels-of-Alzheimer-s-Disease

This is an optional model development project on a real dataset related to...

29
Experimental
8 srajan-kiyotaka/Alzheimer-Disease-Prediction

I will use the CT Scan of the brain image dataset to train the CNN Model to...

29
Experimental
9 metarex21/Alzheimer-Prediction

This Github repository contains code and resources related to the...

25
Experimental
10 Nguyenhoait3945/neurodegenerAI

🧠 Detect neurodegenerative patterns early using advanced machine learning...

24
Experimental
11 watermelonich/NeuroAIDS

A NeuroAIDS detection on symptoms through MRI and EEG scans

24
Experimental
12 raghavagps/AlzScPred

Identification of Biomarkers of Alzheimer's from Single cell genome

23
Experimental
13 NahushKulkarni/Alzheimers-Disease-Detection

Implementation of an Alzheimer's Disease detection system using Deep...

22
Experimental
14 estebannano2009/OT-based-Heterogeneous-Multi-Modal-Fusion-Embedding-for-AD-analysis

🧠 Analyze Alzheimer's Disease using an Optimal Transport-based multi-modal...

22
Experimental
15 edaaydinea/OP2-Prediction-of-the-Different-Progressive-Levels-of-Alzheimer-s-Disease-with-MRI-data

This is an optional model development project on a real dataset related to...

21
Experimental
16 shubham0730/Alzheimers-disease-detection

Deep learning project for detection of Alzheimer's disease based on 4...

20
Experimental
17 montanarograziano/Multimodal-approach-for-AD

Code for "Automated Detection of Alzheimer’s Disease: A Multi-modal Approach...

20
Experimental
18 vshi2316/AD_Multimodal_Study

Multimodal deep phenotyping reveals biologically distinct Alzheimer's...

20
Experimental
19 Ioplanet00/voice-dementia-detection

ģŒģ„± 기반 치매 ģ”°źø° 선별 AI ģ†”ė£Øģ…˜ (VoiceCare)

19
Experimental
20 ShreyanshJoshi/ML-based-Analysis-to-Identify-Speech-Features-Relevant-in-Predicting-Alzheimer-s

ML and DL based models that predict (and classify) whether a person has...

19
Experimental
21 shraddhaghuge/AlzheimerDiseaseClassification

🧠 A deep learning-based web app that classifies Alzheimer's disease stages...

18
Experimental
22 yacineammari/PFE-alzheimer-disease-classification

Alzheimer disease classification using ResNet50

18
Experimental
23 MarioBravo12/BI-CVT

This repository contains the implementation of Bi-CVT (Bimodal Convolutional...

17
Experimental
24 Recker-Dev/alzheimer-cnn-tinyVGG16

This project uses a TinyVGG16-based CNN to classify MRI scans for...

16
Experimental
25 invcble/Alzheimer-s-Classification-using-OASIS-Dataset

Machine Learning models for Alzheimer’s Classification

16
Experimental
26 hemanth-maddi/BEiT-based-Alzheimer-s-Classification

Fine-Tuning of BEiT for Alzheimers Disease Classification

15
Experimental
27 IParraMartin/CNN4Alzheimer

A tutorial to implement a CNN for dementia brain imaging classification

15
Experimental
28 mtfattahpour/alzheimer-ml-classification

A comprehensive exploration of constructing machine learning models to...

14
Experimental
29 EfiLygda/Multi-Modal-Deep-Learning-Model-for-Alzheimer-s-Disease-Classification

Multi Modal Deep Learning Model used for Alzheimer's Disease Classification.

14
Experimental
30 NTHU-ML-2023-team19/ADReSSo

Here is our main codebase for fine-tuning transformers for AD classification...

13
Experimental
31 Amir-Ebrahimi66/Pre-trained-3D-CNNs

Pre-trained 3D CNNs

13
Experimental
32 KirthickSakthiV/Alzheimer-Syndrome-Recognition

Alzheimer Syndrome Recognition using Deep Learning Approaches and...

13
Experimental
33 Arittra-Bag/Dementia-Dreamscape

Early dementia detection web app using deep learning and MRI analysis

12
Experimental
34 jarnokoetsier/MidlifeDementiaRisk

DNA Methylation-based Prediction of Midlife Dementia Risk

12
Experimental
35 Aashishcodegithub/Alzimer_detection_using_speech_recognation

Alzheimer Detection Using Speech Recognition is an AI-driven system designed...

12
Experimental
36 gowthamvsn/Medical-Imaging-CNN-Alzheimer-MRI

Alzheimer’s disease classification from brain MRI images using ResNet18

11
Experimental
37 hasanahmed77/alzheimers-mri-deep-learning

Alzheimer’s MRI classification using deep learning.

11
Experimental
38 emincingoz/Alzheimer-Diagnosis-App

Alzheimer Diagnosis System using Java Spring Boot, ReactJs, PostgreSQL and...

11
Experimental
39 Rachana119/Early-Detection-of-Alzheimers-disease

Deep learning–based Alzheimer’s disease classification using OCTA image...

11
Experimental
40 camilacastano/K-Net95-Alzheimer

The project, "Implementation of a predictive model based on 3D convolutional...

10
Experimental