Personal Projects

1. Social Distance Awareness: Project measuring if people follow the appropriate distance between themselves in order to prevent dispersion of COVID-19 disease.
   • Bird eye view is implemented using OpenCV to precisely measure the distance between detected objects. The red lines indicate the violated distance (6 ft).
   • For detection, Yolov5 model is used (using PyTorch).
   • Github: https://github.com/arf111/Social-Distance-Awareness.git
2. COVID-19 Detection from X-ray images: Project based on detection of COVID-19 disease from X-ray images.
   • Implemented COVID-Net [Wang et al.] from scratch using PyTorch.
   • Focal Loss [Lin et al.] was implemented to handle the imbalance dataset.
   • GradCAM [Selvaraju et al.] was implemented to visualize the salient regions on X-ray images for which the neural network predicted COVID-19 or not.
   • Github: https://github.com/arf111/PyTorch_COVID-19_detection.git

Top Undergrad Course Projects

1. Character Recognition: Project on recognizing characters from images using image processing and machine learning algorithms.
   • Experimented with median blur, and histogram equalization, for image pre-processing technique.
   • Achieved an accuracy of 92.2% and 59% by implementing Support Vector Machine, and K-Nearest Neighbor for machine learning approach.
   • Github Link: https://github.com/arf111/Character-recognition.git
2. SuperShop Mania: A C# and MySQL based project on Super-Shop.
   • Transaction between customer and local store is implemented. Customers can also be approved for membership. Also they can browse product for information and reliability.
   • Warehouse has product inventory and can distribute products to local store. There is monthly, weekly and daily sales report.
   • Customer can search in different stores for product availability and can browse the top selling products of specific category.
   • Github: https://github.com/arf111/SuperShop_Mania.git
3. Tic-Tac-Toe: An Arduino implementation of Tic-Tac-Toe game.
   • Both players can input their name at the start of the game.
   • Made the game intelligent in a sense that it can predict if the game will be draw or not before the last 2 moves in the board.
   • Github: https://github.com/arf111/Tic-Tac-Toe.git
4. Journey Guider: Web development project based on PHP and using MySQL as backend.
   • Implemented popular destinations to visit and the hotels situated on those destinations.
   • User can login and book a room on the hotel if the hotel has available room.
   • Github: https://github.com/arf111/Journey_Guider.git