International Journal of Intelligent Information Systems

Volume 13, Issue 4, August 2024

  • Research Article

    Optimizing Food101 Classification with Transfer Learning: A Fine-Tuning Approach Using EfficientNetB0

    Adebayo Rotimi Philip*

    Issue: Volume 13, Issue 4, August 2024
    Pages: 59-77
    Received: 1 July 2024
    Accepted: 24 July 2024
    Published: 15 August 2024
    Downloads:
    Views:
    Abstract: Much research has been done on the classification of the food101 dataset, but much of this research which achieved an accuracy score of more than 90% explores heavyweight architecture such as EfficientNetB7, Visual Geometry Group19, ResNet-200, Inception v4, DenseNet-201, ResNeXt-101, MobileNet v3 and many more. This study explores the classificati... Show More
  • Research Article

    Development of an Expert System for Diagnosing Musculoskeletal Disease

    Sunny Kalu Egereonu*, Nnanna Ekedebe, Anthony Ifeanyi Otuonye, Chukwuemeka Etus, Emmanuel Chukwudi Amadi, Ubaezue Ugochukwu Egereonu

    Issue: Volume 13, Issue 4, August 2024
    Pages: 78-93
    Received: 10 August 2024
    Accepted: 28 August 2024
    Published: 11 September 2024
    Downloads:
    Views:
    Abstract: Musculoskeletal diseases (MSDs), encompasses various conditions affecting muscles, bones, tendons, ligaments, and joints, resulting to pain, inflammation, and limited mobility, significantly impacting individuals' quality of life. Diagnosing these diseases poses a challenge for healthcare professionals due to symptom similarities with other conditi... Show More