DSLOT-NN: Digit-Serial Left-to-Right Neural Network Accelerator

no code implementations • 12 Sep 2023 • Muhammad Sohail Ibrahim, Muhammad Usman, Malik Zohaib Nisar, Jeong-A Lee

We propose a Digit-Serial Left-tO-righT (DSLOT) arithmetic based processing technique called DSLOT-NN with aim to accelerate inference of the convolution operation in the deep neural networks (DNNs).

Anticancer Peptides Classification using Kernel Sparse Representation Classifier

1 code implementation • 19 Dec 2022 • Ehtisham Fazal, Muhammad Sohail Ibrahim, Seongyong Park, Imran Naseem, Abdul Wahab

In this paper, we present an intuitive classification strategy that differs from the traditional \emph{black box} method and is based on the well-known statistical theory of \emph{sparse-representation classification} (SRC).

Classification Dimensionality Reduction

Heart Segmentation From MRI Scans Using Convolutional Neural Network

1 code implementation • 21 Nov 2019 • Shakeel Muhammad Ibrahim, Muhammad Sohail Ibrahim, Muhammad Usman, Imran Naseem, Muhammad Moinuddin

Heart is one of the vital organs of human body.

Decoder Heart Segmentation +1

Chaotic Time Series Prediction using Spatio-Temporal RBF Neural Networks

no code implementations • 17 Aug 2019 • Alishba Sadiq, Muhammad Sohail Ibrahim, Muhammad Usman, Muhammad Zubair, Shujaat Khan

The proposed RBF architecture is explored for the prediction of Mackey-Glass time series and results are compared with the standard RBF.

Time Series Time Series Prediction