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Michael Cheng's Projects

computer-vision-lucas-kanade-tracking-and-correlation-filters icon computer-vision-lucas-kanade-tracking-and-correlation-filters

Four main sections: A simple Lucas-Kanade (LK) tracker with one single template, the better version of the first tracker that can accommodate for large appearance variance, implementation of a motion subtraction method for tracking moving pixels in a scene, and making the tracker more efficient with inverse composition and correlation filters.

computer-vision-spatial-pyramid-matching-for-scene-classification icon computer-vision-spatial-pyramid-matching-for-scene-classification

Scene classification system/software that uses the bag-of-words approach with its spatial pyramid extension. Starts with the classic visual word dictionary approach, then implements a system that extracts deep features of an image for CNN (convolutional neural networks), and compares the two methods on a subset of the SUN database.

exoskeleton-simulation-model-gui icon exoskeleton-simulation-model-gui

Simulates the kinematics of the human arm for exoskeleton research, utilizing the "Robot Arm Kinematics MATLAB Function package", with a visual display.

khepera-control icon khepera-control

All useful control functions for the Khepera IV robot (utilizing libkhepera), developed for the Advanced Agent Lab at Carnegie Mellon University. Includes functions for reading sensor data, commanding the robot, EKF implementation, and establishing socket communication between the PC server and the Khepera robot.

nerf icon nerf

Code release for NeRF (Neural Radiance Fields)

rlbench icon rlbench

A large-scale benchmark and learning environment.

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