Seven Convolutional Nadam Optimized Deep Convolutional Neural Network based Cucumber Leaf Disease Prediction. - M. Shyamala Devi; D. Umanandhini; Sakineti Aayush Kumar (ICCCNT, 2023)

Bone feature quantization and systematized attention gate UNet-based deep learning framework for bone fracture classification. - M. Shyamala Devi; R. Aruna; Saman M. Almufti; P. Punitha 001; R. Lakshmana Kumar (Intell. Data Anal., 2025)

Attention-enhanced residual U-Net with histogram equalization for automated classification of gastrointestinal bleeding disorders. - Sundaravadivazhagan Balasubaramanian; M. Shyamala Devi; K. Kavitha; S. Balasubramaniam (Biomed. Signal Process. Control., 2026)