A New Hardware-Efficient VLSI-Architecture of GoogLeNet CNN-Model Based Hardware Accelerator for Edge Computing Applications. - Md. Najrul Islam; Rahul Shrestha; Shubhajit Roy Chowdhury (ISVLSI, 2022)

An Uninterrupted Processing Technique-Based High-Throughput and Energy-Efficient Hardware Accelerator for Convolutional Neural Networks. - Md. Najrul Islam; Rahul Shrestha; Shubhajit Roy Chowdhury (IEEE Trans. Very Large Scale Integr. Syst., 2022)

Low-Complexity lassification Technique and Hardware-Efficient Classify-Unit Architecture for CNN Accelerator. - Md. Najrul Islam; Rahul Shrestha; Shubhajit Roy Chowdhury (VLSID, 2024)

Energy-Efficient and High-Throughput CNN Inference Engine Based on Memory-Sharing and Data-Reusing for Edge Applications. - Md. Najrul Islam; Rahul Shrestha; Shubhajit Roy Chowdhury (IEEE Trans. Circuits Syst. I Regul. Pap., 2024)