Foraminifera optical microscope images with labelled species and segmentation labels

The dataset contains foraminifera images of over 1,000 forams taken under 16 different lighting directions with an optical microscope. The species and locations of the samples are also specified. It also contains manual segmentation of over 400 samples from the images described above. The segmentation labels are matched by their name. To capture these images, a visual identification system was developed in order to automate the identification of target microorganisms. The visual system incorporates a controllable LED lighting ring used to capture images by illuminating the specimens from several directions, mimicking an important step in the traditional identification process. The dataset was originally used for foraminifera identification and segmentation with machine learning and computer vision techniques. This work is a collaboration between the Dr. Edgar Lobaton (Associate Professor at the North Carolina State University), Dr. Thomas Marchitto (Associate Professor at the University of Colorado Boulder) and Dr. Ritayan Mitra (Assistant Professor at IIT Bombay). Please refer to https://research.ece.ncsu.edu/aros/foram-identification/ for more information about the datasets, related studies and downloading the dataset.

Data and Resources

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Cite this as

Mitra, Ritayan, Marchitto, Thomas M, Ge, Qian, Zhong, Boxuan, Lobaton, Edgar (2019). Dataset: Foraminifera optical microscope images with labelled species and segmentation labels. https://doi.org/10.1594/PANGAEA.897873

DOI retrieved: 2019

Additional Info

Field Value
Imported on November 30, 2024
Last update November 30, 2024
License CC-BY-4.0
Source https://doi.org/10.1594/PANGAEA.897873
Author Mitra, Ritayan
Given Name Ritayan
Family Name Mitra
More Authors
Marchitto, Thomas M
Ge, Qian
Zhong, Boxuan
Lobaton, Edgar
Source Creation 2019
Publication Year 2019
Resource Type text/tab-separated-values - filename: Mitra-etal_2019
Subject Areas
Name: Paleontology

Related Identifiers
Title: Coarse-to-fine foraminifera image segmentation through 3D and deep features
Identifier: https://doi.org/10.1109/SSCI.2017.8280982
Type: DOI
Relation: References
Year: 2017
Source: IEEE Symposium Series on Computational Intelligence (SSCI)
Authors: Ge Qian , Zhong Boxuan , Kanakiya Bhargav , Mitra Ritayan , Marchitto Thomas M , Lobaton Edgar , Mitra Ritayan , Marchitto Thomas M , Ge Qian , Zhong Boxuan , Kanakiya Bhargav , Cook Mea S , Fehrenbacher Jennifer , Ortiz Joseph D , Tripati Aradhna K , Lobaton Edgar , Zhong Boxuan , Ge Qian , Kanakiya Bhargav , Marchitto Thomas M , Lobaton Edgar .

Title: Automated species-level identification of planktic foraminifera using convolutional neural networks, with comparison to human performance
Identifier: https://doi.org/10.1016/j.marmicro.2019.01.005
Type: DOI
Relation: References
Year: 2019
Source: Marine Micropaleontology
Authors: Ge Qian , Zhong Boxuan , Kanakiya Bhargav , Mitra Ritayan , Marchitto Thomas M , Lobaton Edgar , Mitra Ritayan , Marchitto Thomas M , Ge Qian , Zhong Boxuan , Kanakiya Bhargav , Cook Mea S , Fehrenbacher Jennifer , Ortiz Joseph D , Tripati Aradhna K , Lobaton Edgar , Zhong Boxuan , Ge Qian , Kanakiya Bhargav , Marchitto Thomas M , Lobaton Edgar .

Title: A comparative study of image classification algorithms for Foraminifera identification
Identifier: https://doi.org/10.1109/SSCI.2017.8285164
Type: DOI
Relation: References
Year: 2017
Source: IEEE Symposium Series on Computational Intelligence (SSCI)
Authors: Ge Qian , Zhong Boxuan , Kanakiya Bhargav , Mitra Ritayan , Marchitto Thomas M , Lobaton Edgar , Mitra Ritayan , Marchitto Thomas M , Ge Qian , Zhong Boxuan , Kanakiya Bhargav , Cook Mea S , Fehrenbacher Jennifer , Ortiz Joseph D , Tripati Aradhna K , Lobaton Edgar , Zhong Boxuan , Ge Qian , Kanakiya Bhargav , Marchitto Thomas M , Lobaton Edgar .

Title: Dataset description: Foraminifera optical microscope images with labelled species and segmentation labels
Identifier: https://hs.pangaea.de/Images/Documentation/MitraR-etal_2019/NCSU-CUB_Foram_Images_01-Dataset_Description.zip
Type: DOI
Relation: References
Authors: Ge Qian , Zhong Boxuan , Kanakiya Bhargav , Mitra Ritayan , Marchitto Thomas M , Lobaton Edgar , Mitra Ritayan , Marchitto Thomas M , Ge Qian , Zhong Boxuan , Kanakiya Bhargav , Cook Mea S , Fehrenbacher Jennifer , Ortiz Joseph D , Tripati Aradhna K , Lobaton Edgar , Zhong Boxuan , Ge Qian , Kanakiya Bhargav , Marchitto Thomas M , Lobaton Edgar .