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Data from: Hyperspectral image reconstruction for predicting chick embryo mortality towards advancing egg and hatchery industry

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posted on 2025-07-31, 17:52 authored by Md. Toukir Ahmed, Md Wadud Ahmed, Ocean Monjur, Jason Lee Emmert, Girish Chowdhary, Mohammed KamruzzamanMohammed Kamruzzaman
<p dir="ltr">This dataset includes both ground-truth hyperspectral reflectance spectra and reconstructed spectral data generated from RGB images using various deep learning models. Fertile chicken eggs were imaged during incubation, and the corresponding embryo outcomes (e.g., viable or mortality) were also included. The ground-truth spectral data were acquired using a hyperspectral imaging (HSI) system in the visible and near-infrared (VNIR) range. Multiple deep learning models, including HRNET, EDSR, RESTORMER, and MST were trained to reconstruct hyperspectral spectra from RGB images. The reconstructed spectral data are included for model comparison and benchmarking. This dataset is intended for researchers working on hyperspectral image reconstruction, embryo viability prediction, and machine learning applications in precision poultry farming. It enables further development and validation of models for non-invasive embryo assessment and supports innovation in automated hatchery management.</p>

Funding

Harnessing hyperspectral imaging and ML for early prediction of chick embryo sex and embryonic mortality for next generation poultry industry

National Institute of Food and Agriculture

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History

Data contact name

Kamruzzaman, Mohammed

Data contact email

mkamruz1@illinois.edu

Publisher

Ag Data Commons

Temporal Extent Start Date

2023-08-01

Temporal Extent End Date

2024-09-30

Theme

  • Non-geospatial

ISO Topic Category

  • farming

National Agricultural Library Thesaurus terms

reflectance spectroscopy; models; chicken eggs; mortality; hyperspectral imagery; viability; prediction; artificial intelligence; automation; hatcheries; chick embryos; chickens; embryonic mortality

OMB Bureau Code

  • 005:20 - National Institute of Food and Agriculture

Primary article PubAg Handle

Pending citation

  • No

Public Access Level

  • Public