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Improve object tracking with Video interpolation techniques

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object-tracker-improved

Improve object tracking with Video interpolation techniques

Installation

Prerequisites:

  • 8GB nvidia gpu
  • python conda

First install interpolation algorithms each one into separate environment, as specified in the repositories. Create new folder interpolation and clone the following repos inside:

download the pretrained models into proper directories inside repos.

Then install object tracking algorithms (into root) from https://www.votchallenge.net/vot2021/trackers.html, namely

  • TransT_M
  • RPTMask

and install dependencies each into separate python environment.

Create VOT workspace and initialize it to vot2021.

In main_utils.py set up workspace directory.

Experiments

Run interpolation_main.py twice, each time with a different interpolation algorithm.

Then run each object tracking algorithm on interpolated and non-interpolated sequences.

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