Trackmate is an open source initiative to create an inexpensive, do-it-yourself tangible tracking system. Using the project's Tracker software, any computer can recognize tagged objects and their corresponding position, rotation, and color information when placed on the imaging surface.
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If you need help setting up the software, you may also want to check out the screen-by-screen walkthrough on the wiki.