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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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Impact Factor : 8.14
Issue per Year : 12
Volume Published : 11
Issue Published : 117
Article Submitted : 21303
Article Published : 8476
Total Authors : 22301
Total Reviewer : 802
Total Countries : 156
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Published Paper Details
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| Paper Title: | Health Analysis and Recommendation System using Fingernail Images |
| Authors Name: | ANANTH B A , GOUTHAM J , SNEHA G , MAYUR R |
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IJRTI_208101
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| Published Paper Id: | IJRTI2512031 |
| Published In: | Volume 10 Issue 12, December-2025 |
| DOI: | |
| Abstract: | The state of human health is often subtly yet profoundly reflected in the condition of the fingernails. As a non- invasive biometric canvas, the nail unit can display visual cues related to dozens of systemic ailments, ranging from common fungal infections (onychomycosis) to critical conditions like subungual melanoma and signs of organ dysfunction. However, current diagnostic practices face significant hurdles: namely, the reliance on subjective visual expertise, the limited resolution of the unaided human eye to detect subtle chromatic shifts, and the pervasive issue of global expert scarcity. This comprehensive literature review meticulously synthesizes contemporary research, focusing on the transformative application of Deep Learning (DL) methodologies to create a scalable, objective, and accessible diagnostic framework. We structure this review around three critical research areas: robust classification for initial diagnosis, advanced segmentation for quantifiable assessment, and the pressing challenges of system integration for real-world utility. |
| Keywords: | Deep Learning, Nail Disease Classification, Medical Image Analysis, Convolutional Neural Networks (CNNs), Transfer Learning (TL), Hybrid Capsule Networks, Gradient-weighted Class Activation Mapping (Grad-CAM), Mobile Diagnostics, Onychomycosis Detection, Subungual Melanoma Screening, Data Augmentation, Medical Image Robustness, Automated Diagnostic Systems, Clinical Decision Support. |
| Cite Article: | "Health Analysis and Recommendation System using Fingernail Images", International Journal for Research Trends and Innovation (www.ijrti.org), ISSN:2455-2631, Vol.10, Issue 12, page no.a232-a239, December-2025, Available :http://www.ijrti.org/papers/IJRTI2512031.pdf |
| Downloads: | 000180 |
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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: IJRTI2512031
Registration ID:208101
Published In: Volume 10 Issue 12, December-2025
DOI (Digital Object Identifier):
Page No: a232-a239 Country: Bengaluru, Karnataka, India Research Area: Engineering Publisher : IJ Publication Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2512031 Published Paper PDF: https://www.ijrti.org/papers/IJRTI2512031 |
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ISSN: 2456-3315
Impact Factor: 8.14 and ISSN APPROVED,
Journal Starting Year (ESTD) : 2016
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