Comparative evaluation of lightweight and pre-trained deep learning models for multi-class classification of infected freshwater fish species in Thailand.

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Title: Comparative evaluation of lightweight and pre-trained deep learning models for multi-class classification of infected freshwater fish species in Thailand.
Authors: Elayaraja, Sivaramasamy1,2 esivaramasamy@frov.jcu.cz, Nandipati, Satish3,4 satishreddynandipati@gmail.com, Stejskal, Vlastimil2 stejskal@frov.jcu.cz, Rodkhum, Channarong1 channarong.r@chula.ac.th
Source: Veterinary World. Mar2026, Vol. 19 Issue 3, p1215-1228. 14p.
Database: Academic Search Ultimate
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DbLabel: Academic Search Ultimate
An: 192775864
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  Data: Comparative evaluation of lightweight and pre-trained deep learning models for multi-class classification of infected freshwater fish species in Thailand.
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  Data: <searchLink fieldCode="AR" term="%22Elayaraja%2C+Sivaramasamy%22">Elayaraja, Sivaramasamy</searchLink><relatesTo>1,2</relatesTo><i> esivaramasamy@frov.jcu.cz</i><br /><searchLink fieldCode="AR" term="%22Nandipati%2C+Satish%22">Nandipati, Satish</searchLink><relatesTo>3,4</relatesTo><i> satishreddynandipati@gmail.com</i><br /><searchLink fieldCode="AR" term="%22Stejskal%2C+Vlastimil%22">Stejskal, Vlastimil</searchLink><relatesTo>2</relatesTo><i> stejskal@frov.jcu.cz</i><br /><searchLink fieldCode="AR" term="%22Rodkhum%2C+Channarong%22">Rodkhum, Channarong</searchLink><relatesTo>1</relatesTo><i> channarong.r@chula.ac.th</i>
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  Data: <searchLink fieldCode="JN" term="%22Veterinary+World%22">Veterinary World</searchLink>. Mar2026, Vol. 19 Issue 3, p1215-1228. 14p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=192775864
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      – Type: doi
        Value: 10.14202/vetworld.2026.1215-1228
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      – Code: eng
        Text: English
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      – TitleFull: Comparative evaluation of lightweight and pre-trained deep learning models for multi-class classification of infected freshwater fish species in Thailand.
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            NameFull: Elayaraja, Sivaramasamy
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            NameFull: Nandipati, Satish
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            NameFull: Stejskal, Vlastimil
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            – D: 01
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              Text: Mar2026
              Type: published
              Y: 2026
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              Value: 19
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