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International Journal for Research Trends and Innovation
International Peer Reviewed & Refereed Journals, Open Access Journal
ISSN Approved Journal No: 2456-3315 | Impact factor: 8.14 | ESTD Year: 2016
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Issue: April 2026
Volume 11 | Issue 4
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Impact Factor : 8.14
Issue per Year : 12
Volume Published : 11
Issue Published : 119
Article Submitted : 23355
Article Published : 9033
Total Authors : 23952
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| Paper Title: | Android-Based Offline Eye and Skin Disease Detection Application With Visual Acuity Testing |
| Authors Name: | Gautham Krishna. T , Dr. R. Sri Devi |
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IJRTI_211312
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| Published Paper Id: | IJRTI2604084 |
| Published In: | Volume 11 Issue 4, April-2026 |
| DOI: | |
| Abstract: | Access to medical screening remains a critical challenge in rural and resource-limited communities where specialist infrastructure is scarce. This paper presents an Android-based offline mobile application integrating retinal disease detection, dermatological classification, and colour vision deficiency assessment in a single platform. MobileNetV2 and EfficientNetB3 models, trained on publicly available Kaggle datasets through transfer learning, achieve 97% classification accuracy. A two-stage validation pipeline comprising domain gating and confidence thresholding filters invalid inputs before inference. Built with React Native and TensorFlow Lite, all processing executes entirely on-device without internet connectivity, making accurate multi-domain clinical screening accessible to underserved populations worldwide. |
| Keywords: | Mobile health, deep learning, diabetic retinopathy, skin disease classification, colour vision testing, TensorFlow Lite, MobileNetV2, EfficientNetB3, offline inference, transfer learning. |
| Cite Article: | "Android-Based Offline Eye and Skin Disease Detection Application With Visual Acuity Testing", International Journal for Research Trends and Innovation (www.ijrti.org), ISSN:2456-3315, Vol.11, Issue 4, page no.a599-a604, April-2026, Available :http://www.ijrti.org/papers/IJRTI2604084.pdf |
| Downloads: | 00065 |
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2456-3315 | IMPACT FACTOR: 8.14 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.14 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
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Published Paper ID: IJRTI2604084
Registration ID:211312
Published In: Volume 11 Issue 4, April-2026
DOI (Digital Object Identifier):
Page No: a599-a604 Country: Coimbatore , Tamilnadu, India Research Area: Medical Science Publisher : IJ Publication Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2604084 Published Paper PDF: https://www.ijrti.org/papers/IJRTI2604084 |
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ISSN: 2456-3315
Impact Factor: 8.14 and ISSN APPROVED,
Journal Starting Year (ESTD) : 2016
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