HiveNAS: Neural Architecture Search using Artificial Bee Colony Optimization

1 code implementation • 18 Nov 2022 • Mohamed Shahawy, Elhadj Benkhelifa

The traditional Neural Network-development process requires substantial expert knowledge and relies heavily on intuition and trial-and-error.

Metaheuristic Optimization Neural Architecture Search

Exploring the Intersection between Neural Architecture Search and Continual Learning

no code implementations • 11 Jun 2022 • Mohamed Shahawy, Elhadj Benkhelifa, David White

Despite the significant advances achieved in Artificial Neural Networks (ANNs), their design process remains notoriously tedious, depending primarily on intuition, experience and trial-and-error.

Continual Learning Neural Architecture Search

The 2ST-UNet for Pneumothorax Segmentation in Chest X-Rays using ResNet34 as a Backbone for U-Net

no code implementations • 6 Sep 2020 • Ayat Abedalla, Malak Abdullah, Mahmoud Al-Ayyoub, Elhadj Benkhelifa

This system is built based on U-Net with Residual Networks (ResNet-34) backbone that is pre-trained on the ImageNet dataset.

Data Augmentation

End-to-End AI-Based Point-of-Care Diagnosis System for Classifying Respiratory Illnesses and Early Detection of COVID-19

no code implementations • 28 Jun 2020 • Abdelkader Nasreddine Belkacem, Sofia Ouhbi, Abderrahmane Lakas, Elhadj Benkhelifa, Chao Chen

Respiratory symptoms can be a caused by different underlying conditions, and are often caused by viral infections, such as Influenza-like illnesses or other emerging viruses like the Coronavirus.