Autonomous Stack

2 posts

Mar 21, 202620 min read20 views
Visual Odometry from Scratch: 3D Geometry, Camera Models, and the Best Feature Detectors for Edge Devices
Companion code: All experiments in this post run on your laptop webcam or any edge device.GitHub → autonomous-stack-blog/02_visual_odometry Visual odometry is the process of estimating a camera's mo
Mar 21, 202611 min read5 views
Regularization in Deep Learning: What to Use, When, and Why It Matters
Your model trains beautifully. Loss goes down, accuracy climbs, everything looks so clean. Then you deploy it on real hardware — a different camera, a new environment, slightly different lighting — an

Autonomous Stack