Research Publications

Academic Research & Scholarly Contributions

Journal Publications

Ensemble of Deep CNN Models for Human Skin Disease Classification
Getnet Tigabie Askale
International Journal of Imaging Systems and Technology, 2024

This research presents an ensemble approach using multiple deep convolutional neural network architectures for accurate classification of human skin diseases. The proposed method demonstrates improved performance compared to individual models.

Mobile based deep CNN model for maize leaf disease detection and classification
Getnet Tigabie Askale
Plant Methods, 2025

This study develops a mobile-compatible deep convolutional neural network model for efficient detection and classification of maize leaf diseases. The solution enables farmers to identify crop diseases using smartphone cameras for timely intervention.

Enhancing Melanoma Skin Cancer Detection and Classification UNet Segmentation and Feature Fusion of Deep Learning Algorithms
Getnet Tigabie Askale
International Journal of Multidisciplinary Research and Explorer, 2025

This study proposes a novel approach combining the feature extraction capability of the VGG16 and ResNet-50 deep learning algorithms with the precise segmentation power of the U-Net architecture.

A Customized MobileNetV2-Based Lightweight CNN for Monkeypox Detection and Classification
Getnet Tigabie Askale
Scientific Reports, 2026

This study introduces a customized MobileNetV2 (CMBNV2) lightweight model for the early detection of Mpox, which delivers excellent detection performance while maintaining efficiency.