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Robust apple leaf disease diagnosis for sustainable horticulture: overcoming background noise with a multilayer transformer-based approach.

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Title: Robust apple leaf disease diagnosis for sustainable horticulture: overcoming background noise with a multilayer transformer-based approach.
Authors: Rajput SS; Department of Computer Science and Engineering, National Institute of Technology Patna, Patna, 800005, Bihar, India., Jaiswal R; ICAR-Central Institute of Temperate Horticulture, Srinagar, 191132, Jammu and Kashmir, India. ronitjaiswal2912@gmail.com., Nabi SU; ICAR-Central Institute of Temperate Horticulture, Srinagar, 191132, Jammu and Kashmir, India., Mir JI; ICAR-Central Institute of Temperate Horticulture, Srinagar, 191132, Jammu and Kashmir, India., Verma MK; ICAR-Central Institute of Temperate Horticulture, Srinagar, 191132, Jammu and Kashmir, India., Kumar RR; ICAR-Indian Agricultural Statistics Research Institute, New Delhi, 110012, India. rrk.uasd@gmail.com.
Source: Scientific reports [Sci Rep] 2026 Apr 05; Vol. 16 (1). Date of Electronic Publication: 2026 Apr 05.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Rajput+SS%22">Rajput SS</searchLink>; Department of Computer Science and Engineering, National Institute of Technology Patna, Patna, 800005, Bihar, India.<br /><searchLink fieldCode="AU" term="%22Jaiswal+R%22">Jaiswal R</searchLink>; ICAR-Central Institute of Temperate Horticulture, Srinagar, 191132, Jammu and Kashmir, India. ronitjaiswal2912@gmail.com.<br /><searchLink fieldCode="AU" term="%22Nabi+SU%22">Nabi SU</searchLink>; ICAR-Central Institute of Temperate Horticulture, Srinagar, 191132, Jammu and Kashmir, India.<br /><searchLink fieldCode="AU" term="%22Mir+JI%22">Mir JI</searchLink>; ICAR-Central Institute of Temperate Horticulture, Srinagar, 191132, Jammu and Kashmir, India.<br /><searchLink fieldCode="AU" term="%22Verma+MK%22">Verma MK</searchLink>; ICAR-Central Institute of Temperate Horticulture, Srinagar, 191132, Jammu and Kashmir, India.<br /><searchLink fieldCode="AU" term="%22Kumar+RR%22">Kumar RR</searchLink>; ICAR-Indian Agricultural Statistics Research Institute, New Delhi, 110012, India. rrk.uasd@gmail.com.
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  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 Apr 05; Vol. 16 (1). <i>Date of Electronic Publication: </i>2026 Apr 05.
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        Value: 10.1038/s41598-026-45817-2
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