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system_overview.md

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System Overview

In this document, you will find some diagram sketches that provide an overview of the main workflow, system components, and class relationships/dependencies. To make the diagrams more readable, some minor components and arrows have been omitted.


SLAM Workflow

SLAM Workflow


SLAM Components

SLAM Components

Note: In some case, I used Processes instead of Threads because in Python 3.8 (used by pySLAM) the Global Interpreter Lock (GIL) allows only one thread can execute at a time within a single process. Multiprocessing avoids this limitation and enables better parallelism, though it involves data duplication via pickling. See this nice post.


Main System Components

Feature Tracker

Feature Tracker

Feature Matcher

Feature Matcher

Loop Detector

Loop Detector

Depth Estimator

Depth Estimator

Volumetric Integrator

Volumetric Integrator