Explainable Cost-Sensitive Deep Neural Networks for Brain Tumor Detection from Brain MRI Images considering Data Imbalance

1 code implementation • 1 Aug 2023 • MD Tanvir Rouf Shawon, G. M. Shahariar Shibli, Farzad Ahmed, Sajib Kumar Saha Joy

This paper presents a research study on the use of Convolutional Neural Network (CNN), ResNet50, InceptionV3, EfficientNetB0 and NASNetMobile models to efficiently detect brain tumors in order to reduce the time required for manual review of the report and create an automated system for classifying brain tumors.

DSE Stock Price Prediction using Hidden Markov Model

no code implementations • 26 Jan 2023 • Raihan Tanvir, MD Tanvir Rouf Shawon, Md. Golam Rabiul Alam

An HMM is trained by analyzing the fractional change in the stock price as well as the intraday high and low values.

Stock Price Prediction

Bengali Handwritten Digit Recognition using CNN with Explainable AI

no code implementations • 23 Dec 2022 • MD Tanvir Rouf Shawon, Raihan Tanvir, Md. Golam Rabiul Alam

In our work, we have used various machine learning algorithms and CNN to recognize handwritten Bengali digits.

Explainable Artificial Intelligence (XAI) Handwritten Digit Recognition +1

Jamdani Motif Generation using Conditional GAN

1 code implementation • 22 Dec 2022 • MD Tanvir Rouf Shawon, Raihan Tanvir, Humaira Ferdous Shifa, Susmoy Kar, Mohammad Imrul Jubair

Our experimental results of the pix2pix model on this dataset show satisfactory outputs of computer-generated images of Jamdani motifs and we believe that our work will open a new avenue for further research.

Generative Adversarial Network