mlsanityData to 14 Oct 2026

Celeganser: Automated Analysis of Nematode Morphology and Age

arXiv 2005.04884 ↗First posted 11 May 2020cs.CVcited by 2

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Abstract (arXiv)

The nematode Caenorhabditis elegans (C. elegans) serves as an important model organism in a wide variety of biological studies. In this paper we introduce a pipeline for automated analysis of C. elegans imagery for the purpose of studying life-span, health-span and the underlying genetic determinants of aging. Our system detects and segments the worm, and predicts body coordinates at each pixel location inside the worm. These coordinates provide dense correspondence across individual animals to allow for meaningful comparative analysis. We show that a model pre-trained to perform body-coordinate regression extracts rich features that can be used to predict the age of individual worms with high accuracy. This lays the ground for future research in quantifying the relation between organs' physiologic and biochemical state, and individual life/health-span.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). First posted on arXiv 11 May 2020.

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Citing papers per year: 2021: 1; 2022: 0; 2023: 0; 2024: 1.

2 papers.