Thabsheer Machingal

Deep Learning Research Engineer @ Apex Microdevices. MS in Robotics from WPI.

My research interests include Robot Learning, Perception, and AI, with an emphasis on integrating intelligent systems into robotics.

To know more about me, you can check out my CV.

thabsheer-photo

Research

Research Projects

MBRL Project thumbnail

Learning Generalizable Robotic Manipulation

What enables robotic manipulation policies to generalize across tasks, objects, and embodiments, while remaining sample-efficient?

Experience

Apex Microdevices Feb 2024 - current

Deep Learning Research Engineer

Agot Co. May 2023 - Aug 2023

Computer Vision Intern

Education

Worcester Polytechnic Institute Jan 2022 - Dec 2023

Robotics Engineering

Kerala Technological University Aug 2017 - May 2021

Mechanical Engineering

Academic Projects

Dynamic Obstacle Avoidance

Dynamic Obstacle Avoidance & Path Planning youtube Icon

The "Dynamic Obstacle Avoidance and Path Planning in a Hospital Environment" project evaluates three algorithms: D*, Splines with Dynamic Window Approach (DWA), and Hybrid Potential-Based Probabilistic Roadmap (HPPRM). These methods are tested in dynamic hospital settings, focusing on safe and efficient navigation.

Dominic Ferro, Thabsheer Jafer Machingal, Girivaasan Chandrasekaran
Worcester Polytechnic Institute

Semantic Mapping

Semantic Mapping: Pointcloud painting

The "Semantic Mapping for Autonomous Robots" project focuses on enabling robots to map environments with semantic understanding. Using deep learning and SLAM (Simultaneous Localization and Mapping), the robot can recognize and label objects while creating a spatial map. This approach enhances autonomous navigation.

Thabsheer Jafer Machingal
Worcester Polytechnic Institute

NeRF Project

NeRF: Neural Radiance Field

The "NeRF: Neural Radiance Fields" project implements a method for generating 3D scenes from 2D images using neural networks. By optimizing the volumetric scene representation, NeRF produces highly realistic views from different angles. This project enhances image-based rendering.

Thabsheer Jafer Machingal, Krishna Madhurkar
Worcester Polytechnic Institute

Autopano Project

My Autopano: Image Stitching

The "My AutoPano" project automates panoramic image stitching by detecting and aligning features from multiple photos. Using computer vision techniques, it seamlessly merges overlapping images into a wide-view panorama. The project simplifies the process of generating panoramic images.

Thabsheer Jafer Machingal, Krishna Madhurkar
Worcester Polytechnic Institute

Publications

Achievements