Fusion Driven Apple leaf Disease Classification using a Siamese Squeeze and Excitation Residual Network with Feature Pyramid Learning

Fusion Driven Apple leaf Disease Classification using a Siamese Squeeze and Excitation Residual Network with Feature Pyramid Learning | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article Fusion Driven Apple leaf Disease Classification using a Siamese Squeeze and Excitation Residual Network with Feature Pyramid Learning Pavan Kumar Ande, Krishna Rao S, Venkata Rao K This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-8460744/v1 This work is licensed under a CC BY 4.0 License Status: Under Review Version 1 posted 13 You are reading this latest preprint version Abstract The classification of apple leaf diseases is a complex task that requires specialized expertise and is a major contributor to crop losses in agriculture worldwide. The effective earlier diagnosis of automatic apple leaf disease classification model is crucial to maintain the crop's healthy growth. The existing research cannot provide adequate classification results for apple leaf diseases due to the sophisticated classification models. This research proposed the novel Feature pyramid Siamese Squeeze and Excitation Residual neural network (FPS2ENet) model for precise categorization of apple leaf diseases. Initially, the proposed research employed the bilateral guided filter (BGF) which is composed of median and fast guided filter to clean up the apple leaf images. Furthermore, the color, textural and neighboring pixel relationship features are extracted from the apple leaf image with aid of windmill graph-based feature extraction technique. After that, the proposed model is employed with two blocks namely Feature pyramid neural network block (FPNN) for deep feature selection as well as Squeeze and Excitation Residual neural network block for disease classification. Moreover, the Siamese layer and fully connected layer are employed for fusion and classifying process respectively. In experimental analysis, there are four datasets are utilized including Kashmiri Apple Plant Disease Dataset (KAPD), New Plant Diseases Dataset (NPD), Plant Pathology Apple (PPA) dataset, plant village-apple-color (PVAC) dataset. In the performance analysis scenario, the various kinds of analysis are evaluated with different existing methods such as Bi-GRU, Bi-LSTM, DenseNet, and ResNet for accessing the proposed model effectiveness. The numerous effective analyses are performance metric analysis, loss and accuracy curve analysis, ROC curve analysis and confusion matrix analysis. In addition to this, the proposed method can attain 98.81%, 99.43%, 99.88% and 99.61% accuracy in KAPD, NPD, PPA and PVAC dataset correspondingly. Full Text Additional Declarations No competing interests reported. Cite Share Download PDF Status: Under Review Version 1 posted Editorial decision: Revision requested 27 Mar, 2026 Reviews received at journal 11 Feb, 2026 Reviewers agreed at journal 09 Feb, 2026 Reviewers agreed at journal 06 Feb, 2026 Reviews received at journal 23 Jan, 2026 Reviewers agreed at journal 21 Jan, 2026 Reviews received at journal 19 Jan, 2026 Reviewers agreed at journal 19 Jan, 2026 Reviewers agreed at journal 11 Jan, 2026 Reviewers invited by journal 08 Jan, 2026 Editor assigned by journal 02 Jan, 2026 Submission checks completed at journal 02 Jan, 2026 First submitted to journal 27 Dec, 2025 You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-8460744","acceptedTermsAndConditions":true,"allowDirectSubmit":false,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":572797551,"identity":"03d73107-8464-4a21-816e-122b2337b6b7","order_by":0,"name":"Pavan Kumar Ande","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAA3ElEQVRIiWNgGAWjYFCDA8wHgKSEDCla2BJAWnhI0cJjAKIIazFnP2P4uYDBLo/veM/nVzdqLHgY2A8f3YBPi2VPjrH0DIbkYskzZ7dZ5xwDOownLe0GPi0GB9ISpHkYmBM33MjdZpzDBtQiwWOGX8v5Z8m/eRjqEzfcf/PMOOcfMVpuJB8D2nIYaAsP8+PcNiK0WM54fMyax+B44swzaWbMuX0SPGyE/GLOn9h8m6eiOrHv+OHHn3O+1cnxsx8+ht9hSCSbBJjEpxyhGAKYPxBSPQpGwSgYBSMTAACi1EcJ9oEEbwAAAABJRU5ErkJggg==","orcid":"","institution":"Andhra University","correspondingAuthor":true,"prefix":"","firstName":"Pavan","middleName":"Kumar","lastName":"Ande","suffix":""},{"id":572797552,"identity":"ee47e49c-be22-4697-bf99-965680a40c24","order_by":1,"name":"Krishna Rao S","email":"","orcid":"","institution":"Sir C.R. 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The effective earlier diagnosis of automatic apple leaf disease classification model is crucial to maintain the crop's healthy growth. The existing research cannot provide adequate classification results for apple leaf diseases due to the sophisticated classification models. This research proposed the novel Feature pyramid Siamese Squeeze and Excitation Residual neural network (FPS2ENet) model for precise categorization of apple leaf diseases. Initially, the proposed research employed the bilateral guided filter (BGF) which is composed of median and fast guided filter to clean up the apple leaf images. Furthermore, the color, textural and neighboring pixel relationship features are extracted from the apple leaf image with aid of windmill graph-based feature extraction technique. After that, the proposed model is employed with two blocks namely Feature pyramid neural network block (FPNN) for deep feature selection as well as Squeeze and Excitation Residual neural network block for disease classification. Moreover, the Siamese layer and fully connected layer are employed for fusion and classifying process respectively. In experimental analysis, there are four datasets are utilized including Kashmiri Apple Plant Disease Dataset (KAPD), New Plant Diseases Dataset (NPD), Plant Pathology Apple (PPA) dataset, plant village-apple-color (PVAC) dataset. In the performance analysis scenario, the various kinds of analysis are evaluated with different existing methods such as Bi-GRU, Bi-LSTM, DenseNet, and ResNet for accessing the proposed model effectiveness. The numerous effective analyses are performance metric analysis, loss and accuracy curve analysis, ROC curve analysis and confusion matrix analysis. In addition to this, the proposed method can attain 98.81%, 99.43%, 99.88% and 99.61% accuracy in KAPD, NPD, PPA and PVAC dataset correspondingly.\u003c/p\u003e","manuscriptTitle":"Fusion Driven Apple leaf Disease Classification using a Siamese Squeeze and Excitation Residual Network with Feature Pyramid Learning","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2026-01-13 03:36:46","doi":"10.21203/rs.3.rs-8460744/v1","editorialEvents":[{"type":"communityComments","content":0},{"type":"decision","content":"Revision requested","date":"2026-03-27T12:25:53+00:00","index":"","fulltext":""},{"type":"editorInvitedReview","content":"","date":"2026-02-12T04:30:05+00:00","index":"hide","fulltext":""},{"type":"reviewerAgreed","content":"229905938775522553004842748895868401553","date":"2026-02-09T12:19:30+00:00","index":"hide","fulltext":""},{"type":"reviewerAgreed","content":"283198603878754627467846980341840255406","date":"2026-02-07T01:42:04+00:00","index":"hide","fulltext":""},{"type":"editorInvitedReview","content":"","date":"2026-01-24T02:13:10+00:00","index":"hide","fulltext":""},{"type":"reviewerAgreed","content":"310187691137227007358233144079830123518","date":"2026-01-21T14:20:29+00:00","index":"hide","fulltext":""},{"type":"editorInvitedReview","content":"","date":"2026-01-19T18:02:35+00:00","index":"hide","fulltext":""},{"type":"reviewerAgreed","content":"60292867991807014003707157891595887246","date":"2026-01-19T14:27:25+00:00","index":"hide","fulltext":""},{"type":"reviewerAgreed","content":"286837119806981722583636853993694168451","date":"2026-01-11T16:31:12+00:00","index":"hide","fulltext":""},{"type":"reviewersInvited","content":"","date":"2026-01-09T01:55:45+00:00","index":"","fulltext":""},{"type":"editorAssigned","content":"","date":"2026-01-02T11:32:47+00:00","index":"","fulltext":""},{"type":"checksComplete","content":"","date":"2026-01-02T11:30:29+00:00","index":"","fulltext":""},{"type":"submitted","content":"Discover Applied Sciences","date":"2025-12-27T11:29:40+00:00","index":"","fulltext":""}],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"discover-applied-sciences","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":false,"externalIdentity":"","sideBox":"Learn more about [Discover Applied Sciences](https://link.springer.com/journal/42452)","snPcode":"42452","submissionUrl":"https://submission.springernature.com/new-submission/42452/3","title":"Discover Applied Sciences","twitterHandle":"","acdcEnabled":true,"dfaEnabled":true,"editorialSystem":"stoa","reportingPortfolio":"Discover Series","inReviewEnabled":true,"inReviewRevisionsEnabled":true}}],"origin":"","ownerIdentity":"65cd2624-c063-46a4-8485-2ebe1001b236","owner":[],"postedDate":"January 13th, 2026","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"under-review","subjectAreas":[],"tags":[],"updatedAt":"2026-04-17T09:26:04+00:00","versionOfRecord":[],"versionCreatedAt":"2026-01-13 03:36:46","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-8460744","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-8460744","identity":"rs-8460744","version":["v1"]},"buildId":"XKTyCvWXoU3ODBz1xrDgd","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}