Bijoy

About Bijoy

I am a self-taught computer vision deep learning and embedded engineer with 8 years of…

Experience

1. Sr Computer Vision Engineer

   Kaliber Labs Inc

   Feb 2022 — Present

   Image Segmentation, Object detection, Optical Flow, Segment Anything Model (SAM), Depth Estimation, Object Tracking, TensorRT Python- Built image segmentation models for arthroscopy surgery videos using different segmentation models- Built object detection models for tool detection in arthroscopy surgery videos using different object detection models- Refactored image segmentation pipeline code for readability, maintainability, reusability, and speed up the training and testing process- Implemented Segment Anything Model (SAM) for image segmentation in arthroscopy surgery videos- Implemented depth estimation for analyzing tool movements in arthroscopy surgery videos- Developed object tracking for tracking tools and tissues in arthroscopy surgery videos- Utilized optical flow to analyze tool movement in arthroscopy surgery videos- Leveraged TensorRT with multi-threading and multi-processing for fast inference in image segmentation of arthroscopy surgery videos.DeepStream C++- Deployed high FPS multi-model image segmentation pipeline with custom post-processing code for arthroscopy surgery videos using DeepStream C++. GitHub Actions- Automated the testing phase of the image segmentation model pipeline code using GitHub Actions, DVC, and CML.Website Django MongoDB- Created a website using Django to verify the image segmentation output for the clinical research team.

Education

• Kannur University

  Bachelor of Technology - BTech

  2007 — 2011