About me
Hello, my name is Mandeep Singh and currently I am working as a Machine Learning Software Engineer at Deka Research and Development in their perception team. I have done my Masters in Robotics Engineering from Worcester Polytechnic Institute, where I honed my skills and deepened my understanding of computer vision and deep learning algorithms and their applications in robotics. Before that I completed my Bachelor's in Mechanical Engineering from National Institute of Technology, Jalandhar, India after which I worked in Honda R&D India for 3.5 years as a Research Engineer.
My primary areas of interests are Computer Vision, Robot Perception and Deep Learning. I have experience in a range of projects spanning object detection and tracking, Monocular and Stereo Depth estimation, Optical flow estimation, 3D reconstruction, and autonomous drone navigation.
I love watching F1 and NBA. I like to travel around and explore new places in my free time.
Experience
Projects
A pipeline to combine the data from LiDAR and Camera to obtain semantic painted point cloud.Â
Object detection after filtering, segmentation and clustering of point cloud data.
3D reconstruction (sparse) and simultaneous localization of a monocular camera.
End-to-end pipeline to swap faces in a video using facial landmarks correspondences between faces.
Synthesize novel views of scenes by optimizing a continuous volumetric scene function using a sparse set of input views.
Zhang's camera calibration method implementation to estimate the camera intrinsics and distortion parameters
Trained a deep learning model to predict steering angles so that the vehicle can navigate autonomously in a Unity simulator environment.
Live video-feed processing pipeline to detect lane markings among other terrestrial features
Implementation of path planning algorithms like Astar, BFS, DFS, Dijkstra on an obstacle grid.