Netrokona University

1. Conducted B.Sc. thesis on “Tomato Fruit Disease Detection” and “Thyroid Cancer Detection,” focusing on deep learning and computer vision.
2. Participated in the collaborative research works, focusing on the application of deep learning techniques.
3. Involved in a funded research project on multi-weather pothole detection, focusing on developing a robust deep learning-based system capable of accurately detecting potholes under varying weather and lighting conditions.
4. Ongoing 7 research work. Under review: 4. Accepted: 1

Journal Paper:

1. Shahnaj Parvin, Foysal Munsy, Md Tanzeem Rahat, Aminun Nahar, Kamruddin Nur, Debasish Ghose, “Robust multi-weather pothole detection: An enhanced YOLOv9 trained on the MWPD dataset”, Results in Engineering, Volume 28, 2025, 107817,ISSN 2590-1230, https://doi.org/10.1016/j.rineng.2025.107817. (Elsevier Impact Factor: 7.9 Cite Score: 7.3 Scopus Q1)
2. Rahul Biswas, Md. Faruk Abdullah Al Sohan, Rifat Al Mamun Rudro, Shahnaj Parvin “VGG19-ResSE: an optimized hybrid model for accurate segmentation and classification of vitiligo lesions.” Neural Comput & Applic, volume 37, pp. 27227–27248 (2025). https://doi.org/10.1007/s00521-025-11670-z. (Springer Impact Factor: 5.1 Cite Score: 8.7  Scopus Q1)
3. Shahnaj Parvin, Abdur Rahman, “A real-time human bone fracture detection and classification from multi-modal images using deep learning technique”, Applied Intelligence, Springer, vol. 54, no.19, pp. 9269-9285, 12 July 2024. Doi: https://doi.org/10.1007/s10489-024-05588-7(Scopus Q2)
4. Shahnaj Parvin, Md. Ezharul Islam, and Liton Jude Rozario, “Nighttime Vehicle Detection Methods Based on Headlight Feature: A Review,” IAENG International Journal of Computer Science, vol. 49, no.1, pp. 79- 93, 24 February 2022. (Scopus Q3)
5. Shahnaj Parvin, Liton Jude Rozario, Md. Ezharul Islam, “Vehicle Number Plate Detection and Recognition Techniques: A Review”, Advances in Science, Technology and Engineering Systems Journal (ASTESJ), Volume 06, Issue no 02, PP. 423-438, 31 March 2021. Doi: https://doi.org/10.25046/AJ060249(Scopus Q3)
6. Shahnaj Parvin, Liton Jude Rozario, Md. Ezharul Islam, “Vision-based On-Road Nighttime Vehicle Detection and Tracking Using Taillight and Headlight Features”, Journal of Computer and Communications (JCC), Volume 09, Issue no 03, PP. 29-53, 17 March 2021. Doi: https://doi.org/10.4236/jcc.2021.93003
7. Shahnaj Parvin, Md. Ezharul Islam, Liton Jude Rozario, “Nighttime Vehicle Detection Methods based on Brake Light/Taillight Features: A Review”, International Journal of Computer Science and Information Security (IJCSIS), Volume 18, Issue no 12, PP. 61-72, 30 December 2020. Doi: https://doi.org/10.5281/zenodo.4425432

Conference Paper:

1. Shahnaj Parvin, Sabbir Hossain Hridoy, Sumaiya Mahdiya Mahia, Md Fazlah Karim Alvee, Aminun Nahar, Mahmudul Hasan, Kamruddin Nur, “PavD-YOLOv9: An Enhanced Deep Learning Method for Accurate Pavement Distress Detection and Classification”, 2025 International Conference on Electrical, Computer and Communication Engineering (ECCE), 13-15 February 2025. Doi: https://doi.org/10.1109/ECCE64574.2025.11013161 (Scopus IEEE)

2. Aminun Nahar, Mahbubul Islam, Mehedi Hasan Shuvo, Mahmudul Hasan, Shahnaj Parvin, and Kamruddin Nur, “A Deep Learning-Based Framework for Accurate Detection and Classification of On-Road Vehicles Using Improved YOLOv11”, 2025 International Conference on Electrical, Computer and Communication Engineering (ECCE), 13-15 February 2025. Doi: https://doi.org/10.1109/ECCE64574.2025.11013964 (Scopus IEEE)

Poster Paper:

1. Fahim Faysal Sakib, Sultan Mohiuddin Shawon, Sharia Arfin Tanim, Shahnaj Parvin, Kamruddin Nur, “An E-Commerce Website Accessibility Issue Detection and Evaluation System”, The 15th International Conference of Human-Computer Interaction (HCI) Design & Research, December 2024. Doi: https://doi.org/10.13140/RG.2.2.30468.64645

Introduction to Programming, C++, Compiler Design, Software Engineering, Image Processing, Artificial Intelligence, Computer Graphics, Digital Logic Design, Database Management System, Operating Systems

1. Awarded for outstanding academic performance in the Government Primary School Scholarship-2005.
2. Jahangirnagar University Academic Merit Scholarship — 2014, 2015, 2016

Received based on excellent academic results during the undergraduate program in Computer Science and Engineering.

3. Government General Scholarship (Honours Level) — 2017

Granted by the Government of Bangladesh for securing high academic merit in the Bachelor’s degree program.

Session Coordinator

3rd International Conference on Computing Advancements ICCA-2024, Organized by Dept. of Computer Science, American International University (AIUB)

Theme: Age of Computing and Augmented Life

Coordinated conference session involving “Machine Vision”, ensuring smooth execution.

Trainer

Workshop on Data Analysis with R Language, ZNRF University of Management Sciences

I guided participants in data preparation, exploratory analysis using descriptive statistics, and predictive modeling with simple, multiple, and polynomial regression. I also demonstrated techniques to evaluate model performance, address overfitting and underfitting, and optimize models through tuning.