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Paper · arXiv

Scalable Detection of Fossil Palynomorphs in Multifocal Digital Microscopy Images

Palynomorphs (microscopic, organic-walled fossils such as pollen, spores, and dinoflagellates) are important high-resolution records of past climates and are critical to the study of ancient ecosystems. Existing methods rely on manual analysis of high-resolution, multifocal digital microscopy images, which is slow and time-consuming and requires researchers to compromise on the scale of their investigations. To the best of our knowledge, our work proposes the first ever scalable end-to-end pipeline for automated palynomorph detection in whole slide images that addresses this bottleneck through: (1) efficient methods for decomposing and compressing digitized multifocal microscope slide ima...

AuthorsAbbas Shaikh, Praise Mayor, Patrick Ainlay-Vazquez et al.
Primary categorycs.CV
Published4 September 2026
Last updated at source4 September 2026
cs.CV
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