ABSTRACT
Nails serves as a great way to discover several underlying systemic diseases of a person. There are different nail abnormalities that are associated with systemic diseases. The objective of the study is to utilize mobile camera that will allow users to capture of nail. Through this, the application will suggest several systemic diseases found based on the uploaded nail image by the user. The methods applied in this study includes the use of Custom Vision API that process images to analyze certain nail abnormalities. This study concludes that systemic diseases can be identify through nail abnormalities, so that the proponents developed an application that will analyze a fingernail image and will provide systemic diseases suggestions.
- R. Baran and D. Schoon, "Nail beauty," J. Cosmet. Dermatol., vol. 3, no. 3, pp. 167--170, Jul. 2004.Google ScholarCross Ref
- A. Biggers, "What are nail abnormalities?," 2018. [Online]. Available: https://www.healthline.com/health/nail-abnormalities-2. [Accessed: 04-Sep-2018].Google Scholar
- "Custom Vision Service." [Online]. Available: https://azure.microsoft.com/en-us/services/cognitive-services/custom-vision-service/. [Accessed: 04-Sep-2018].Google Scholar
- D. Asz-Sigall, S. Leal-Osuna, P. Chang, and R. Arenas, "Nails in Systemic Disorders," in Nail Disorders, Elsevier, 2019, pp. 75--83.Google Scholar
- P. D'Souza, U. Khanna, T. Kumar Dhali, and S. Chowdhry, "Idiopathic acquired leukonychia totalis of the fingernails in a child treated successfully with zinc and amino acid supplementation," Actas Dermosifiliogr., vol. 106, no. 5, pp. 444--446, 2015.Google ScholarCross Ref
- M. Grossman and R. K. Scher, "Leukonychia.," Int. J. Dermatol., vol. 29, no. 8, pp. 535--541, Oct. 1990.Google ScholarCross Ref
- I. Marie, V. Gremain, K. Nassermadji, L. Richard, P. Joly, and B. January, "Nail involvement in systemic sclerosis," pp. 1--9, 2016.Google Scholar
- Y. T. Ozfe Karakus, "Leukonychia," J. Turkish Acad. Dermatology, vol. 3, no. 1, pp. 1--3, 2009.Google Scholar
- R. S. Fawcett, S. Linford, and D. L. Stulberg, "Nail Abnormalities: Clues to Systemic Disease," Am. Fam. Physician, vol. 69, no. 6, pp. 1417--1424, 2004.Google Scholar
- N. Growth and N. Diseases, "Nail Theory Onychology."Google Scholar
- M. L. Sikes and P. E. Tobin, "Nail Findings: What Is a Provider to Do?," Physician Assist. Clin., vol. 1, no. 2, pp. 347--361, 2016.Google ScholarCross Ref
- H. Mirfazaelian, M. R. Namazi, and Y. Daneshbod, "Mees ' Lines," pp. 267--268, 2011.Google Scholar
- S. Chauhan, S. D'Cruz, R. Singh, and A. Sachdev, "Mees' lines," Lancet, vol. 372, no. 9647, p. 1410, Oct. 2008.Google ScholarCross Ref
- N. Short and C. Shah, "Muehrcke's Lines," Am. J. Med., vol. 123, no. 11, pp. 991--992, Nov. 2010.Google ScholarCross Ref
- D. De and D. Seshadri, "Nails in nutritional deficiencies," Indian J. Dermatology, Venereol. Leprol., vol. 78, no. 3, p. 237, 2012.Google ScholarCross Ref
- L. Mayer and P. R. Bhikha, "Nails as Indicators of Health Status," no. November, 2014.Google Scholar
- M. N. Zaiac and C. R. Daniel, "Nails in systemic disease," Dermatol. Ther., vol. 15, no. 2, pp. 99--106, 2002.Google ScholarCross Ref
- T. Zágoni, F. Sipos, Z. Tarján, and Z. Péter, "The half-andhalf nail: A new sign of Crohn's disease? Report of four cases," Dis. Colon Rectum, vol. 49, no. 7, pp. 1071--1073, 2006.Google ScholarCross Ref
- G. Larios, "Nail disorders and systemic ® D," no. June 2014, 2008.Google Scholar
- A. M. Nia, S. Ederer, K. M. Dahlem, N. Gassanov, and F. Er, "Terry's nails: A window to systemic diseases," Am. J. Med., vol. 124, no. 7, pp. 602--604, 2011.Google ScholarCross Ref
- Z. Li, F. Ji, and H. Deng, "Terry's nails," Brazilian J. Infect. Dis., vol. 16, no. 3, pp. 311--312, Jun. 2012.Google ScholarCross Ref
- M. J. G. van Manen et al., "Clubbing in patients with fibrotic interstitial lung diseases," Respir. Med., vol. 132, pp. 226--231, 2017.Google ScholarCross Ref
- K. A. Myers, "Does This Patient Have Clubbing?," JAMA, vol. 286, no. 3, p. 341, Jul. 2001.Google ScholarCross Ref
- R. N. Saladi, A. N. Persaud, D. Rudikoff, and S. R. Cohen, "Idiopathic splinter hemorrhages," J. Am. Acad. Dermatol., vol. 50, no. 2, pp. 289--292, 2004.Google ScholarCross Ref
- M. A. Braswell, C. R. Daniel, and R. T. Brodell, "Beau lines, onychomadesis, and retronychia: A unifying hypothesis," J. Am. Acad. Dermatol., vol. 73, no. 5, pp. 849--855, Nov. 2015.Google ScholarCross Ref
- M. Razmi T, R. V. Nampoothiri, and S. Dogra, "Koilonychia in iron deficiency," Qjm, vol. 111, no. 4, pp. 271--272, 2018.Google ScholarCross Ref
- J. Ohn, Y. S. Choe, J. Park, and J. Mun, "Dermoscopic patterns of fungal melanonychia: A comparative study with other causes of melanonychia," J. Am. Dermatology, 2016.Google Scholar
- L. Eswari and R. Tn, "Case Report Pterygium inversum unguis," vol. 1, no. 2, pp. 141--142, 2015.Google Scholar
- W. Koehrsen, "Beyond Accuracy: Precision and Recall," 2018. [Online]. Available: https://towardsdatascience.com/beyond-accuracy-precision-and-recall-3da06bea9f6c. [Accessed: 22-Nov-2018].Google Scholar
- A. K. Santra and C. J. Christy, "Genetic Algorithm and Confusion Matrix for Document Clustering," IJCSI Int. J. Comput. Sci. Issues, vol. 9, no. 1, pp. 322--328, 2012.Google Scholar
- T. Fawcett, "ROC Graphs: Notes and Practical Considerations for Researchers," HP Labs Tech Rep. HPL-2003-4, pp. 1--38, 2004.Google Scholar
Index Terms
- onyxRay: A Mobile-Based Nail Diseases Detection Using Custom Vision Machine Learning
Recommendations
Assessing Severity of Pulmonary Obstruction from Respiration Phase-Based Wheeze-Sensing Using Mobile Sensors
CHI '20: Proceedings of the 2020 CHI Conference on Human Factors in Computing SystemsObstructive pulmonary diseases cause limited airflow from the lung and severely affect patients' quality of life. Wheeze is one of the most prominent symptoms for them. High requirements imposed by traditional diagnosis methods make regular monitoring of ...
The Use of Mobile Applications for the Diagnosis and Treatment of Tumors in Orthopaedic Oncology – a Systematic Review
AbstractThe use of smartphone apps is an essential part of everyday life. Mobile applications offer enormous opportunities for dealing with challenges in public health, and their number increases every day. This paper aims to review the existing ...
Mobile-Based Self-Monitoring for Preventing Patients with Type 2 Diabetes Mellitus and Hypertension from Cardiovascular Complication
AbstractCurrently, there is less attention to the prevention of patients with type 2 diabetes mellitus and hypertension from cardiovascular complication, although it is the significant cause of death for these patients worldwide. To be prevented from this ...
Comments