Algorithms, Volume 15, Issue 2
2022 February - 45 articles
Cover Story: Laborious human assistance is often required when algorithms attempt to track densely packed cells in video sequences. Common sense—often lacking in software—dictates that cells can move, rotate, and grow a bit between video frames. They can also periodically split, but they cannot instantaneously appear, disappear, or jump great distances. Our code—Cell Universe—maintains an internal model of the scene, incorporating “common sense” rules that the modelled cells must follow. Synthetic images of the internal model are compared to the real image, allowing a precise fit of the model to reality. The rules tightly constrain possible interpretations of the scene, greatly increasing Cell Universe's robustness to noise and nonphysical behaviour compared to existing algorithms. View this paper - Issues are regarded as officially published after their release is announced to the table of contents alert mailing list .
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