"A jack of all trades is a master of none, but oftentimes better than a master of one." - and I have made peace with being exactly that, on my way to becoming something more.

I have competed at global hackathons, taught programming, led IEEE chapters, built mobile apps, studied language models, and published research on clinical imaging; not because I lacked focus, but because every domain taught me something the others could not. That breadth is now converging into a single, deliberate direction: medical image analysis.

My research focuses on teaching models to detect and segment what trained clinical eyes spend years learning to see in settings where labeled data is scarce and the cost of being wrong is high. I work across gastrointestinal and dermatological imaging, with a particular interest in semi-supervised learning, uncertainty estimation, and vision foundation model adaptation for clinical tasks.

I completed my B.Sc. at IIUC and am currently conducting independent research in collaboration with researchers across different institutions. Four papers are published or under review at venues including BMVC, MIET, and ICCA.

I am actively seeking a Master's position to pursue this work with the infrastructure and mentorship it deserves. If your group works on medical imaging or label-efficient deep learning, I would love to connect.

News

Aug 2026

Paper under review at BMVC 2026

MSSE-Net: Uncertainty-Aware MobileNet Swin Squeeze-Excitation Network for Dermoscopic Lesion Segmentation submitted to the 37th British Machine Vision Conference.

Aug 2026

Paper under review at ICCA 2026

Multi-Branch Late Fusion for Fine-Grained Emotion Recognition in Low-Resource Chittagong Bangla submitted to the 4th International Conference on Computing Advancements.

Jun 2026

Paper under review at MIET 2026

Entropy-Gated Semi-Supervised Learning for Gastrointestinal Endoscopy Classification with Uncertainty Decomposition submitted to the 3rd International Conference on Machine Intelligence and Emerging Technologies.

May 2026

Paper published in Engineering Proceedings (MDPI)

Advancing Colorectal Polyp Detection in Colonoscopy Through Region-Guided Deep Learning published in Eng. Proc. 2026, 124, 118.

Dec 2025

Oral presentation at ASEC 2025

Presented Advancing Colorectal Cancer Prevention: Region-Guided Polyp Detection in Colonoscopy at the 6th International Electronic Conference on Applied Sciences, MDPI.

Dec 2025

Graduated from IIUC

Completed B.Sc. in Computer Science and Engineering at International Islamic University of Chittagong with a CGPA of 3.6/4.00, awarded merit-based tuition waivers 3 times for outstanding academic performance.

Dec 2025

Promoted to Trainee App Developer at mPair Technologies

Promoted from intern to Trainee App Developer, taking on greater responsibility in GraphQL API integration and data pipeline optimisation.

Sep 2025

Joined mPair Technologies as App Development Intern

Started industry role at mPair Technologies, Chittagong, focusing on mobile app development and backend API integration.

Nov 2024

Two oral presentations at IEEE CS BDC Symposium 2024

Presented research on low-resource Bangla dialect understanding in LLMs and on LLM evaluation and refinement at the IEEE Computer Society Bangladesh Chapter Symposium.

Oct 2024

Appointed Teaching Assistant at IIUC

Started part-time TA role for Computer Programming I & II Labs, supporting 30+ first-year CSE students.

2024

2nd Runner-Up — HULT Prize On Campus

Placed 2nd among 30+ campus teams by designing a sustainable, impact-driven business solution.

2023

2nd Runner-Up — NASA Space App Challenge

Earned 2nd runner-up recognition among 1,500+ global participants for an aerospace data application prototype integrating NASA open APIs.

2022

1st Mention (Best Delegate) — IIUCMUN Mock MUN

Awarded top recognition for outstanding analytical reasoning and persuasive communication while representing Austria on the Syrian Civil War at IIUCMUN Mock MUN 2022.

2022

Winner, Best Female Team — IIUC Programming Contest

Ranked 1st among all female participants (1st–4th semester) in algorithmic problem-solving and competitive programming.

Publications

Advancing Colorectal Polyp Detection in Colonoscopy Through Region-Guided Deep Learning

Engineering Proceedings (MDPI) 2026

📖 Peer-Reviewed

Advancing Colorectal Polyp Detection in Colonoscopy Through Region-Guided Deep Learning

Fairooz Nahiyan*, Simoon Nahar, Taslim Alam, Md. Khaliluzzaman, Mohammed Mahadi Hassan

A region-guided deep learning framework for improved colorectal polyp detection in colonoscopy images. Published in Eng. Proc. 2026, 124, 118.

Awards & Recognitions

2022
Winner, Best Female Team
IIUC Programming Contest 2022
Ranked 1st among all female participants (1st–4th semester), demonstrating advanced algorithmic problem-solving, competitive programming skills, and team leadership under pressure.
2022
1st Mention — Best Delegate
IIUCMUN Mock MUN 2022
Awarded top recognition for outstanding analytical reasoning and persuasive communication while representing Austria on the Syrian Civil War.
2023
2nd Runner-Up
NASA Space App Challenge 2023 — Global Hackathon
Engineered a space application prototype among 1,500+ participants worldwide, integrating NASA open APIs to fetch and process real-world aerospace data.
2024
2nd Runner-Up
HULT Prize On Campus 2024
Placed 2nd among 30+ campus teams by designing a sustainable, impact-driven business solution.

Experience

Oct 2024 — Aug 2025

Part-Time Teaching Assistant International Islamic University of Chittagong

Assisted in teaching Computer Programming I & II Labs (CSE-1122, CSE-1222) for 30+ first-year students. Created and graded 20+ lab assessments and evaluated 30+ final programming projects with detailed technical feedback.

Sep 2025 — Feb 2026

Trainee App Developer mPair Technologies

Integrated GraphQL APIs enabling efficient data retrieval and structured data flow between services. Processed and mapped API response data into application-ready formats and optimised queries to reduce redundant data transfer.

Education

2021—2025

International Islamic University of Chittagong

B.Sc. in Computer Science and Engineering — CGPA: 3.6 / 4.00

Thesis: Advancing Colorectal Cancer Prevention: Region-Guided Polyp Detection in Colonoscopy

Portfolio

F1 Japanese GP Prediction 2025

F1 Japanese GP Prediction 2025

PythonXGBoostLightGBMFeature Engineering

Ensemble ML pipeline combining XGBoost & LightGBM to forecast F1 race outcomes using engineered features. Correctly predicted Max Verstappen as the winner.

Horcrux GPT

Horcrux GPT

PythonGemini APILangChainStreamlit

Context-aware LLM tool providing explanations, summaries, and Q&A for educational content, built with Gemini API, LangChain, and Streamlit.

NASA Space App Challenge — Titan Trivia

NASA Space App Challenge — Titan Trivia

DartFlutterNASA APIs

A learning quiz game about Saturn's moon Titan integrating NASA open APIs. Earned 2nd Runner-Up among 1,500+ global participants at NASA Space App Challenge 2023.