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Tracker based on CoTracker3 for both time-lapse and full-frame rate multiple object tracking

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mbari-org/biotrack

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Tracker based on CoTracker3

This is a tracker based on the CoTracker3 algorithm with some modifications for Biodiversity lab video. This is work in progress. This uses two transformer-based models to track objects in a video; one model for appearance and one for tracking points motion. The CoTracker3 model is run in an offline mode for best performance.

Installation

poetry install

Run the tracker on a sample video

export PYTHONPATH=. && poetry run python examples/video.py

Should see a window with the video and the tracked points, something similar to this:

video

Video track of the tracked points in the video.

video

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Tracker based on CoTracker3 for both time-lapse and full-frame rate multiple object tracking

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