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An open-access computer image analysis (CIA) method to predict meat and fat content from an android smartphone-derived picture of the bovine 5th-6th rib
- Source :
- Methods, Methods, Elsevier, 2020, ⟨10.1016/j.ymeth.2020.06.023⟩, Methods, Elsevier, 2020, 175, pp.105996. ⟨10.1016/j.ymeth.2020.06.023⟩, Methods, 2021, 186, pp.79-89. ⟨10.1016/j.ymeth.2020.06.023⟩
- Publication Year :
- 2020
- Publisher :
- HAL CCSD, 2020.
-
Abstract
- International audience; Marbling and rib composition are important attributes related to carcass yields and values, beef quality, consumer satisfaction and purchasing decisions. An open-access computer image analysis method based on a fresh beef rib image captured under nonstandardized and uncontrolled conditions was developed to determine the intramuscular, intermuscular and total fat content. For this purpose, cross-section images of the 5th-6th rib from 130 bovine carcasses were captured with a Galaxy S8 smartphone. The pictures were analyzed with a program developed using ImageJ open source software. The 17 processed image features that were obtained were mined relative to gold standard measures, namely, intermuscular fat, total fat and muscles dissected from a rib and weighed, and intramuscular fat content (IMF - marbling) determined by the Soxhlet method. The best predictions with the lowest prediction errors were obtained by the sparse partial least squares method for both IMF percent and rib composition and from a combination of animal and image analysis features captured from the caudal face of the 6th rib captured on a table. These predictions were more accurate than those based on animal and image analysis features captured from the caudal face of the 5th rib on hanging carcasses. The external-validated prediction precision was 90% for IMF and ranged from 71 to 86% for the total fat, intermuscular and muscle rib weight ratios. Therefore, an easy, low-cost, user-friendly and rapid method based on a smartphone picture from the 6th rib of bovine carcasses provides an accurate method for fat content determination.
- Subjects :
- Rib composition
Fat content
Marbled meat
Ribs
General Biochemistry, Genetics and Molecular Biology
03 medical and health sciences
[SDV.IDA]Life Sciences [q-bio]/Food engineering
Image Processing, Computer-Assisted
Animals
Total fat
Muscle, Skeletal
Molecular Biology
ComputingMilieux_MISCELLANEOUS
030304 developmental biology
Mathematics
2. Zero hunger
0303 health sciences
business.industry
030302 biochemistry & molecular biology
Computer image
Pattern recognition
Open source software
Computer image analysis
Marbling
Intermuscular fat
Mobile Applications
Consumer satisfaction
Red Meat
Adipose Tissue
Cattle
Intramuscular fat
Artificial intelligence
Smartphone
business
Beef
[SDV.AEN]Life Sciences [q-bio]/Food and Nutrition
Subjects
Details
- Language :
- English
- ISSN :
- 10462023 and 10959130
- Database :
- OpenAIRE
- Journal :
- Methods, Methods, Elsevier, 2020, ⟨10.1016/j.ymeth.2020.06.023⟩, Methods, Elsevier, 2020, 175, pp.105996. ⟨10.1016/j.ymeth.2020.06.023⟩, Methods, 2021, 186, pp.79-89. ⟨10.1016/j.ymeth.2020.06.023⟩
- Accession number :
- edsair.doi.dedup.....7cfe4c269448cd99adbf5e617d4e9dad
- Full Text :
- https://doi.org/10.1016/j.ymeth.2020.06.023⟩