Hi, I am currently a PhD student at the University of Arizona. My research is mainly on applied machine learning.
Raj, K. D., Chairat, A., Timtong, V., Dailey, M. N., & Ekpanyapong, M. (2018). Helmet violation processing using deep learning, In 2018 international workshop on advanced image technology (iwait). IEEE
Chairat, A., Dailey, M., Limsoonthrakul, S., Ekpanyapong, M., & KC, D. R. (2020). Low cost, high performance automatic motorcycle helmet violation detection, In The ieee winter conference on applications of computer vision
Thesis:Helmet violation processing using deep learning
Related courses and projects:This is a project I worked on when I was at AIT AI center. It includes detection and tracking of motorbikes without helmets, their license plate detection and using them for violation tickets.
View ProjectThis is a project I worked on when I was at AIT AI center. It includes face detection, age, gender and emotion classification.
View ProjectThis is my open source implementation of the paper Monte carlo tree search with best arm identification Please note that this is not official implementation. This also includes my own algorithm which performed better than the paper in simpler cases [I have not tried complicated ones].
View ProjectThis project uses Yolov3 for object detection on the coco dataset and then refines the labels using graph convolutional neural network. I have my own way of generating similarity matrix. We can also extract feature vectors from CNN to train these GCNs.
View Project