Recent Advances in Bioimage Analysis Methods for Detecting Skeletal Deformities in Biomedical and Aquaculture Fish Species
Detecting skeletal or bone-related deformities in model and aquaculture fish is vital for numerous biomedical studies. In biomedical research, model fish with bone-related disorders are potential indicators of various chemically induced toxins in their environment or poor dietary conditions. In aqua...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2023-12-01
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| Series: | Biomolecules |
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| Online Access: | https://www.mdpi.com/2218-273X/13/12/1797 |
| _version_ | 1797381777311924224 |
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| author | Navdeep Kumar Raphaël Marée Pierre Geurts Marc Muller |
| author_facet | Navdeep Kumar Raphaël Marée Pierre Geurts Marc Muller |
| author_sort | Navdeep Kumar |
| collection | DOAJ |
| description | Detecting skeletal or bone-related deformities in model and aquaculture fish is vital for numerous biomedical studies. In biomedical research, model fish with bone-related disorders are potential indicators of various chemically induced toxins in their environment or poor dietary conditions. In aquaculture, skeletal deformities are affecting fish health, and economic losses are incurred by fish farmers. This survey paper focuses on showcasing the cutting-edge image analysis tools and techniques based on artificial intelligence that are currently applied in the analysis of bone-related deformities in aquaculture and model fish. These methods and tools play a significant role in improving research by automating various aspects of the analysis. This paper also sheds light on some of the hurdles faced when dealing with high-content bioimages and explores potential solutions to overcome these challenges. |
| first_indexed | 2024-03-08T20:57:20Z |
| format | Article |
| id | doaj.art-01ec5ee47b264d8985f1d5e4ea3c57cb |
| institution | Directory Open Access Journal |
| issn | 2218-273X |
| language | English |
| last_indexed | 2024-03-08T20:57:20Z |
| publishDate | 2023-12-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Biomolecules |
| spelling | doaj.art-01ec5ee47b264d8985f1d5e4ea3c57cb2023-12-22T13:56:09ZengMDPI AGBiomolecules2218-273X2023-12-011312179710.3390/biom13121797Recent Advances in Bioimage Analysis Methods for Detecting Skeletal Deformities in Biomedical and Aquaculture Fish SpeciesNavdeep Kumar0Raphaël Marée1Pierre Geurts2Marc Muller3Department of Computer Science and Electrical Engineering, Montefiore Institute, University of Liège, 4000 Liège, BelgiumDepartment of Computer Science and Electrical Engineering, Montefiore Institute, University of Liège, 4000 Liège, BelgiumDepartment of Computer Science and Electrical Engineering, Montefiore Institute, University of Liège, 4000 Liège, BelgiumLaboratory for Organogenesis and Regeneration (LOR), GIGA Institute, University of Liège, 4000 Liège, BelgiumDetecting skeletal or bone-related deformities in model and aquaculture fish is vital for numerous biomedical studies. In biomedical research, model fish with bone-related disorders are potential indicators of various chemically induced toxins in their environment or poor dietary conditions. In aquaculture, skeletal deformities are affecting fish health, and economic losses are incurred by fish farmers. This survey paper focuses on showcasing the cutting-edge image analysis tools and techniques based on artificial intelligence that are currently applied in the analysis of bone-related deformities in aquaculture and model fish. These methods and tools play a significant role in improving research by automating various aspects of the analysis. This paper also sheds light on some of the hurdles faced when dealing with high-content bioimages and explores potential solutions to overcome these challenges.https://www.mdpi.com/2218-273X/13/12/1797fishskeletal deformitiesbioimage analysisaquaculturebiomedicalimage processing |
| spellingShingle | Navdeep Kumar Raphaël Marée Pierre Geurts Marc Muller Recent Advances in Bioimage Analysis Methods for Detecting Skeletal Deformities in Biomedical and Aquaculture Fish Species Biomolecules fish skeletal deformities bioimage analysis aquaculture biomedical image processing |
| title | Recent Advances in Bioimage Analysis Methods for Detecting Skeletal Deformities in Biomedical and Aquaculture Fish Species |
| title_full | Recent Advances in Bioimage Analysis Methods for Detecting Skeletal Deformities in Biomedical and Aquaculture Fish Species |
| title_fullStr | Recent Advances in Bioimage Analysis Methods for Detecting Skeletal Deformities in Biomedical and Aquaculture Fish Species |
| title_full_unstemmed | Recent Advances in Bioimage Analysis Methods for Detecting Skeletal Deformities in Biomedical and Aquaculture Fish Species |
| title_short | Recent Advances in Bioimage Analysis Methods for Detecting Skeletal Deformities in Biomedical and Aquaculture Fish Species |
| title_sort | recent advances in bioimage analysis methods for detecting skeletal deformities in biomedical and aquaculture fish species |
| topic | fish skeletal deformities bioimage analysis aquaculture biomedical image processing |
| url | https://www.mdpi.com/2218-273X/13/12/1797 |
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