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2025
2025 IEEE International Conference on Biomedical Engineering, Computer and Information Technology for Health (BECITHCON)
ConferenceAccepted

A Lightweight CNN Model for Interpretable White Blood Cell Classification with Grad-CAM and Grad-CAM++

Authors

Khaled Mahmud Sujon, Adnan Shafi, Md Muzahidul Islam, Aminul Islam Miraj, Md. Tahmid Farabe Shehun, Tahmedur Rahman, Md Monirul Islam Molla

Abstract

A lightweight CNN model for efficient and interpretable white blood cell classification, achieving 84% accuracy across four WBC types. Grad-CAM and Grad-CAM++ visualizations provide class-specific attention maps aligned with morphological features, making it suitable for real-time diagnostic support.

Publication Details

Venue

2025 IEEE International Conference on Biomedical Engineering, Computer and Information Technology for Health (BECITHCON)

Year

2025

Authors

Khaled Mahmud Sujon, Adnan Shafi, Md Muzahidul Islam, Aminul Islam Miraj, Md. Tahmid Farabe Shehun, Tahmedur Rahman, Md Monirul Islam Molla

Type

ConferenceAccepted