Research & Publication

Graduate Thesis: An Deep Learning Based Approach to Detect Security Threats in Multi-Object Tracking (MOT) Systems.

  • To develop and constructed a deep learning based approach for detecting security threat in multi-object tracking system using computer vision technique such as Yolo-V4, object detection model with combination of DeepSort and Optical flow tracking algorithm and compensation matching. Finally, demonstrate the performance with area of improvement.


Undergraduate Thesis: A CNN for Real Time Face Detection, Emotion and Gender Classification.

  • The objective of this investigation is implementing a robust image processing technique to Perform real time face detection with emotion and gender classification using python, keras and tensorflow framework.

Publications:

[1] M. A. R. Refat, M. A. Amin, C. Kaushal, M. N. Yeasmin and M. K. Islam, "A Comparative Analysis of Early Stage Diabetes Prediction using Machine Learning and Deep Learning Approach," 2021 6th International Conference on Signal Processing, Computing and Control (ISPCC), 2021, pp. 654-659, doi: 10.1109/ISPCC53510.2021.9609364.

[2] C. Kaushal, M. A. R. Refat, M. A. Amin, M. N. Yeasmin and M. K. Islam (2022) Comparative Micro Blogging News Analysis on the COVID-19 Pandemic Scenario. In: Saraswat M., Roy S., Chowdhury C., Gandomi A.H. (eds) Proceedings of International Conference on Data Science and Applications. Lecture Notes in Networks and Systems, vol 287. Springer, Singapore. https://doi.org/10.1007/978-981-16-5348-3$\_$30.

[3] M. A. R. Refat, B. C. Singh, and M. M. Rahman "SentiNet: A Non Verbal Facial Sentiment Analysis Using Convolutional Neural Network." Accepted in International Journal of Pattern Recognition and Artificial Intelligence. [SCI and Scopus index journal]

[4] M. A. R. Refat, S. Sarker, C. Kaushal, A. Kaur and M. K. Islam "WhyMyFace: A Novel Approach to Recognize Facial Expressions using CNN and Data Augmentations" In proceeding IEMIS 2022: 3rd International Conference on Emerging Technologies in Data Mining and Information Security, Kalkata, India.