Deep Vision Transformer for Heart Disease Classification and Prediction / Oualid Akkouche  

Public ISBD Titre : Deep Vision Transformer for Heart Disease Classification and Prediction Type de document : texte imprimé Auteurs : Oualid Akkouche, Auteur ; Adlene Bekhouche, Auteur ; Abdelouahab Moussaoui, Auteur Année de publication : 2023 Importance : 1 vol (76 f .) Format : 29cm Langues : Français (fre) Catégories : Thèses & Mémoires:Informatique Mots-clés : Machine learning Index. décimale : 004 Informatique Résumé : The field of computer vision has for years been dominated by Convolutional Neural Networks (CNNs) and Recurrent Neural Network (RNN) in the medical domain . However, there are various other Deep Learning (DL) techniques that have became very popular in this space. Transformers are an example of the deep learning technique that has been gaining popularity in the recent years. In this work, we studied the performance of Vision Transformers on Heart Disease classification tasks and we have proposed a new model depending on ViTs. We also proposed other models and architectures such as, CNN, MLP, ResNet-1D, AlexNet-1D,LSTM,GRU... . Finally, we trained the proposed models on PTB-XL dataset and evaluated them. We compared the performance of ViTs to that of others and the later showed an accuracy higher than the others (98%). Côte titre : MAI/0713 En ligne : https://drive.google.com/file/d/1bN4NBnFcNpT_47naBdw-aAmzCUIrZhBW/view?usp=drive [...] Format de la ressource électronique : pdf Deep Vision Transformer for Heart Disease Classification and Prediction [texte imprimé] / Oualid Akkouche, Auteur ; Adlene Bekhouche, Auteur ; Abdelouahab Moussaoui, Auteur . - 2023 . - 1 vol (76 f .) ; 29cm. Langues : Français (fre) Catégories : Thèses & Mémoires:Informatique Mots-clés : Machine learning Index. décimale : 004 Informatique Résumé : The field of computer vision has for years been dominated by Convolutional Neural Networks (CNNs) and Recurrent Neural Network (RNN) in the medical domain . However, there are various other Deep Learning (DL) techniques that have became very popular in this space. Transformers are an example of the deep learning technique that has been gaining popularity in the recent years. In this work, we studied the performance of Vision Transformers on Heart Disease classification tasks and we have proposed a new model depending on ViTs. We also proposed other models and architectures such as, CNN, MLP, ResNet-1D, AlexNet-1D,LSTM,GRU... . Finally, we trained the proposed models on PTB-XL dataset and evaluated them. We compared the performance of ViTs to that of others and the later showed an accuracy higher than the others (98%). Côte titre : MAI/0713 En ligne : https://drive.google.com/file/d/1bN4NBnFcNpT_47naBdw-aAmzCUIrZhBW/view?usp=drive [...] Format de la ressource électronique : pdf

Exemplaires (1)

Code-barres	Cote	Support	Localisation	Section	Disponibilité
MAI/0713	MAI/0713	Mémoire	Bibliothéque des sciences	Anglais	Disponible Disponible

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