Evidence map›Paper›PMID 41565718›Full record

ArticleScientific data2026

Hyperspectral imaging dataset for non-destructive fertility and structural evaluation of chicken eggs.

Md Wadud Ahmed, Di Song, Md Toukir Ahmed, Mohammed Kamruzzaman

Abstract readDataset
In one paragraph

Article in Scientific data, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Md Wadud AhmedThe Grainger College of Engineering, College of Agricultural, Consumer and Environmental Sciences, Department of Agricultural and Biological Engineering, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA.
Di SongThe Grainger College of Engineering, College of Agricultural, Consumer and Environmental Sciences, Department of Agricultural and Biological Engineering, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA.
Md Toukir AhmedThe Grainger College of Engineering, College of Agricultural, Consumer and Environmental Sciences, Department of Agricultural and Biological Engineering, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA.
Mohammed KamruzzamanThe Grainger College of Engineering, College of Agricultural, Consumer and Environmental Sciences, Department of Agricultural and Biological Engineering, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA. mkamruz1@illinois.edu.ORCID http://orcid.org/0000-0002-3525-3521

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Hyperspectral imaging (HSI) is a smart, non-destructive sensing that integrates spectral and spatial information, advancing fertility prediction and structural evaluation of eggs. Despite increasing interest in poultry research, there remains no publicly accessible HSI dataset, limiting the development and validation of robust, generalizable machine learning models. To address this gap, the present study provides a comprehensive HSI dataset encompassing key egg parameters, pre-incubation fertility status, eggshell thickness, yolk mass, eggshell strength, and associated morphological parameters (intact egg mass, major and minor diameters). The dataset consists of hyperspectral images of 1228 white Leghorn chicken eggs acquired using a line-scan transmission HSI system (374-1015 nm). Each egg is accompanied by validated reference measurements, enabling supervised learning tasks such as regression and classification. Raw hyperspectral cubes (.mat format) and annotated spectral metadata (.csv format) are structured for easy access and reuse. Rigorous technical validation confirmed the dataset's reliability. This open-access resource is designed to accelerate precision poultry research and promote the development of non-invasive, data-driven egg evaluation and quality assurance techniques.

Indexed as

ChickensEggsFertilityHyperspectral ImagingAnimals

Identifiers

PMID41565718
PMCPMC12905160

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.