Notes

This page contains an ongoing collection of notes, slides, and derivations related to SLAM and state estimation that I’ve created for my own reference.

SLAM Sensor Models and Jacobian Derivations

A collection of useful derivations related to sensor models commonly found in robotic state estimation. (last updated: March 14th, 2025)

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Lie Groups Summary

A summary doc containing some important concepts related to Lie groups. Based heavily on "A Micro Lie Theory for State Estimation in Robotics", by Joan Solà, Jeremie Deray and Dinesh Atchuthan. (last updated: August 11th, 2025)

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Introduction to the Multi-State Contraint Kalman Filter

Slides outlining the main components of the MSCKF framework for visual-inertial navigation.

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