Research

Research interests rooted in machine learning, accessibility, and engineering systems.

My research work aims to connect technical depth with practical usefulness, especially where intelligent systems can improve human outcomes.

Research map

Publications, ongoing investigations, and technical writing collected with more structure.

Filter by type and year
Counts surface active research areas
Visual cards keep the page from feeling flat

Conference

7

Journal

2

Book Chapter

1

AllConferenceJournalBook Chapter
All202420252026

2024 27th International Conference on Computer and Information Technology (ICCIT)

2024Conference

Residual Block-Driven CNN for Accurate White Blood Cell Image Analysis and Classification

Antu Roy Chowdhury, Sadman Hasib Emon, Md Abu Ismail Siddique, Saraf Anzum Shreya

Our findings show that using residual blocks is a very effective approach for detecting and classifying white blood cells (WBCs). As residual block offers lossless data restoration, We built a custom CNN model with residual blocks and achieved an accuracy of around 97.6...

Convolutional neural networksFeature extractionMedical diagnosisOrganisms

2024 27th International Conference on Computer and Information Technology (ICCIT)

2024Conference

A Hybrid Approach for Accurate Brain Tumor Detection Using Deep Learning Techniques

Saraf Anzum Shreya, Md. Abu Ismail Siddique, Antu Roy Chowdhury, Mst. Fateha Samad

Assessed five widely-used deep learning models—ResNet50, Xception, DenseNet121, VGG19, and VGG16 with custom layers—for detecting brain tumors. We tracked the performance of each model over multiple epochs by analyzing metrics such as accuracy, loss, and ROC curves, ens...

Brain modelingBrain tumorsComputer visionDeep learning

Recognition

Research-adjacent milestones, awards, and project highlights.

Champion at Programming Contest 2k22

Programming Contest Organised by DEpartment of ETE for 20 Series

2022

Champion at Programming Contest 2k22

Achievement details coming soon.

C/C++LabProblem SolvingProgramming