6 papers
DeepGI: Explainable Deep Learning for Gastrointestinal Image Classification
Walid Houmaidi, Mohamed Hadadi, Youssef Sabiri +1
This paper presents a comprehensive comparative model analysis on a novel gastrointestinal medical imaging dataset, comprised of 4,000 endoscopic images spanning four critical dise…
Optimizing Indoor Environmental Quality in Smart Buildings Using Deep Learning
Youssef Sabiri, Walid Houmaidi, Aaya Bougrine +1
Ensuring optimal Indoor Environmental Quality (IEQ) is vital for occupant health and productivity, yet it often comes at a high energy cost in conventional Heating, Ventilation, an…
AttriGen: Automated Multi-Attribute Annotation for Blood Cell Datasets
Walid Houmaidi, Youssef Sabiri, Fatima Zahra Iguenfer +1
We introduce AttriGen, a novel framework for automated, fine-grained multi-attribute annotation in computer vision, with a particular focus on cell microscopy where multi-attribute…
Accelerating Cerebral Diagnostics with BrainFusion: A Comprehensive MRI Tumor Framework
Walid Houmaidi, Youssef Sabiri, Salmane El Mansour Billah +1
The early and accurate classification of brain tumors is crucial for guiding effective treatment strategies and improving patient outcomes. This study presents BrainFusion, a signi…
EYE-DEX: Eye Disease Detection and EXplanation System
Youssef Sabiri, Walid Houmaidi, Amine Abouaomar
Retinal disease diagnosis is critical in preventing vision loss and reducing socioeconomic burdens. Globally, over 2.2 billion people are affected by some form of vision impairment…
AQUAIR: A High-Resolution Indoor Environmental Quality Dataset for Smart Aquaculture Monitoring
Youssef Sabiri, Walid Houmaidi, Ouail El Maadi +1
Smart aquaculture systems depend on rich environmental data streams to protect fish welfare, optimize feeding, and reduce energy use. Yet public datasets that describe the air surr…