About me
I am a Computer Science graduate student under the supervision of Dr. Faisal Qureshi and a member of the Visual Computing Lab in the Faculty of Science at Ontario Tech University. My research is focused on cross-view human action recognition using unsupervised motion representation learning.
My research interests are: Computer Vision, Deep Learning, Image Processing, Deep Reinforcement Learning, Generative Models, Scene Understanding.
I also love the art of storytelling and work as an animation artist in my free time. Demo Reel
Select projects
Social distance tool with depth
Published:
 | Highlighting people in a crowd violating social distancing protocol using detection and depth. Using an unconstrained input video we can infer depth and detect people who are close together. Developed using: Python, Pytorch, Detectron2, Faster-RCNN, OpenCV, monocular depth estimation Github link |
Using deep neuroevolution to train reinforcement learning agents
Published:
 | Trained three environments (Cart pole, Mountain car and Pendulum) from OpenAI Gym solving all environments in 3-5 generations trained in a few minutes on a GPU using a variant of Genetic Algorithms. Developed using: Python, OpenAi Gym, Neural networks, Genetic Algorithm Project report |
Twitter network analysis
Published:
 | Creates a network graph of all users involved in the dissemination of a query (keyword, hashtag, meme, etc.) and analyzes trends/connections between the users. Developed using: Python, Tweepy (Twitter API), Ploty, Geopy and NetworkX Project report |
Concolic testing for deep neural networks
Published:
 | Made neural networks more robust to adversarial attacks and increased their neuron activation coverage resulting in more comprehensive testing on popular toy datasets MNIST, Fashion-MNIST and Cifar10. Developed using: Python, Tensorflow, CNNs Project report |
TLD long-term tracking algorithm
Published:
 | Long-term tracking of previously unknown objects in unconstrained environments. Developed using: C++, OpenCV |
SPH Particle Simulation
Published:
 | Implemented a Smoothed Particle Hydrodynamics model on CUDA. Developed using: C++, CUDA |
Ray tracer
Published:
 | Implemented a basic ray tracer for spheres and triangles with lighs, shading and reflection and antialiasing using distribution ray tracing. Developed using: C++ |