19 Aug 2026Open access
CBR-Enhanced ResNet50 for Five-Class Diabetic Retinopathy Grading: An Ablation-Based StudyPublisher siteAI, Retinal Imaging and Analysis
UniversitiesIlyas Ait Ichou
Active, last published 2026
In voice and speech disorders
Ilyas Ait
Ichou
Scholar“Research focused on Voice and Speech Disorders and adjacent fields.”
Régie Autonome Multi Services D'Agadir
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01 · About the work
What I study
lyas Ait Ichou is a researcher working on Voice and Speech Disorders. A fuller summary will appear once they update their profile.
02 · Reach
Publication output and reach
Ilyas's work has been cited 2 times across 1 active year. Bars show publications per year; the line shows cumulative citation totals across publications first appearing in each year.
03 · Research focus
Topics
Voice and Speech Disorders×3Phonocardiography and Auscultation Techniques×3ECG Monitoring and Analysis×2
04 · Where I am
Affiliations
Affiliation on published researchRégie Autonome Multi Services D'AgadirDrawn from the institution listed on this researcher’s published work.
05 · Selected work
Recent publications
2 works25 Mar 2026Open access
Deep Multimodal Learning for Heart Sound Classification Using CNN, Transformer, and BiLSTM with AttentionPublisher siteSymmetry, Phonocardiography and Auscultation Techniques
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