ForametCeTera, a novel CT scan dataset to expedite classification research of (non-)foraminifera

Publication date

2024-06-17

Authors

Luijmes, Joost
van Leeuwen, T.ISNI 0000000395587264
Renema, WillemISNI 0000000022404242

Editors

Advisors

Supervisors

Document Type

Article
Open Access logo

License

cc_by

Abstract

This paper introduces ForametCeTera, a pioneering dataset designed to address the challenges associated with automating the analysis of benthic foraminifera in sediment cores. Foraminifera are sensitive sentinels of environmental change and are a crucial component of carbonate-denominated ecosystems, such as coral reefs. Studying their prevalence and characteristics is imperative in understanding climate change. However, analysis of foraminifera contained in core samples currently requires washing, sieving and manual quantification. These methods are thus time-consuming and require trained experts. To overcome these limitations, we propose an alternative workflow utilizing 3D X-ray computational tomography (CT) for fully automated analysis, saving time and resources. Despite recent advancements in automation, a crucial lack of methods persists for segmenting and classifying individual foraminifera from 3D scans. In response, we present ForametCeTera, a diverse dataset featuring 436 3D CT scans of individual foraminifera and non-foraminiferan material following a high-throughput scanning workflow. ForametCeTera serves as a foundational resource for generating synthetic digital core samples, facilitating the development of segmentation and classification methods of entire core sample CT scans.

Keywords

Statistics and Probability, Information Systems, Education, Computer Science Applications, Statistics, Probability and Uncertainty, Library and Information Sciences, SDG 13 - Climate Action

Citation

Luijmes, J, van Leeuwen, T & Renema, W 2024, 'ForametCeTera, a novel CT scan dataset to expedite classification research of (non-)foraminifera', Scientific data, vol. 11, no. 1, 642. https://doi.org/10.1038/s41597-024-03476-w