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ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Dataset . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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Image-based Orientation, Sex, and Anatomical Segmentation of Phoridae (Diptera)

Authors: Shirali, Hossein;

Image-based Orientation, Sex, and Anatomical Segmentation of Phoridae (Diptera)

Abstract

This dataset contains 1,281 high-resolution images of Phoridae (scuttle fly) specimens used for the tasks of orientation classification, sex classification, and anatomical body part segmentation, as described in our paper: Automated Specimen Triage for Dark Taxa: Deep Learning Enables Orientation, Sex Identification, and Anatomical Segmentation from Robotic Imaging The images were captured using the DiversityScanner and Entomoscope imaging systems. Each image has been annotated by taxonomic experts for the three tasks. Folder Structure- orientation_classification: Data for 4-class orientation classification (Dorsal, Ventral, Left_Lateral, Right_Lateral).- gender_classification: Data for 3-class gender classification (Male, Female, Undetermined).- body_part_segmentation: Data for 9-class (+ background) semantic segmentation. Data Format Classification TasksInside each classification folder (`orientation_classification`/ and `gender_classification`/), you will find:- images: A folder containing all the images.- labels.xlsx: A file mapping each image to its corresponding label and data split (train, validation, test). Segmentation TaskInside the `body_part_segmentation`/ folder, you will find:- images: A folder containing all the images.- labels: A folder containing single-channel PNG masks. Each mask filename corresponds to an image filename. The pixel values in the masks map to anatomical regions as follows:- 0: background- 1: Head- 2: Thorax- 3: Abdomen- 4: Palps + labella- 5: Antenna- 6: Legs- 7: Wings- 8: Halteres- 9: Genitalia

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average