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prateeth8/README.md

Hi there, I'm Prateeth Rao πŸ‘‹

A passionate Researcher from IIIT-B πŸ“

πŸ‘¨β€πŸ’» About Me

  • πŸ”­ Currently working on: Submitted Journal to IJCV on graph based robust VO with epipolar supervision, Bounded NeRF using trajectories from VSLAM/SFM and images, building a simple VO module in C++ and using an open source dataset to implement VLA in kaggle.
  • 🌱 Currently learning: Robot Foundation models for embodied AI, Prediction in latent space (V-JEPA), Event VIO and state space estimation.
  • πŸ‘― Seeking for research collaborations on: Underwater Image understanding, Multimodal Visual SLAM, 3DGS and VLA.
  • πŸ€” Looking for help with: Integrating OpenCV C++ libraries with Python Visual SLAM modules for improved 3D reconstruction.
  • πŸŽ“ Recent Milestone: Completed Master's thesis and Defence on "GRAPH-BASED RELATIVE POSE ESTIMATION WITH EPIPOLAR GEOMETRY SUPERVISION FOR VISUAL SLAM" at IIIT Bangalore.
  • πŸ’¬ Ask me about: 3D Computer Vision, Robotics, SLAM, GIS, and Embedded AI.
  • πŸ“« How to reach me: prateeth.rao@iiitb.ac.in | prateeth2012@gmail.com
  • ⚑ Fun fact: I love deep-diving into a topic before drawing conclusions, love listening to EDM, bollywood and classical music, and enjoy unwinding with yoga, gardening, or learning about historical facts/structures.

πŸš€ Featured Projects & Research

(Click on any project to view the repository and code)

  • 🌐 Graph-Based Visual Odometry Codebase supporting my Pattern Recognition submission and Master's thesis, focusing on relative pose estimation with epipolar geometry supervision.
  • πŸ“· Bounded NeRF Implementation Implementation utilizing trajectories from VSLAM/SFM and image data for bounded Neural Radiance Fields.
  • 🌊 Coral Reef Mapping - Netrani Island An environmental GIS pipeline leveraging multi-source satellite data (Sentinel-1/2, MODIS, ICESat-2) for underwater analysis.
  • βš™οΈ C++ Visual Odometry Module A lightweight, from-scratch VO pipeline built in C++ to integrate with broader SLAM architectures.

πŸ› οΈ My Skills

Here are some of the tools I work with:

Prateeth's Skills

πŸ“Š My GitHub & Kaggle Stats

Prateeth's GitHub Stats Top Languages

Prateeth's Kaggle Stats

🀝 Connect with Me

LinkedIn Twitter Portfolio

Thanks for visiting!

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  1. Epipolar-graph-vo Epipolar-graph-vo Public

    Highlighting the work in paper "Relational Epipolar Graph for Relative Pose Estimation" and thesis titled "GRAPH-BASED RELATIVE POSE ESTIMATION WITH EPIPOLAR GEOMETRY SUPERVISION FOR VISUAL SLAM"

    Jupyter Notebook

  2. Nerf-unbounded Nerf-unbounded Public

    Visual SLAM/SFM used in the 3D reconstruction of outdoor scenes, the output is a sparse representation of the environment in 3-D. Mip-NeRF is used in creating a specific bound of the environment (o…

    Jupyter Notebook

  3. Path_Planning_env Path_Planning_env Public

    General Path Planning algorithms implementation

    Python

  4. Road-width-infer Road-width-infer Public

    This repository implements semantic road segmentation and road width estimation.

    Python

  5. VLA_manip VLA_manip Public

    Predicting Manipulator Actions using a single camera sequence data with VLA.

    Jupyter Notebook