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nanoslam

A lightweight monocular visual odom system written in Python. This project matches feature points across sequential frames, estimates camera poses, triangulates 3D points, and tracks the 2D trajectory of the camera.

  • Detects and matches ORB keypoints across frames using brute-force matching with Lowe's ratio test.
  • Recovers camera motion (Rotation and Translation) by estimating the Essential Matrix with RANSAC.
  • Triangulates 3D coordinate points from matching 2D keypoints.
combined.mp4

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