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  • Automatic Pill Identifier An Overview On Identifying, Retrieving And Authenticating Drug Pill

  • 1Assistant Professor, Smt. R. D. Gardi B. Pharmacy College, Rajkot, Gujarat, India-360110. 
    2B. Pharm. Scholar, Smt. R. D. Gardi B. Pharmacy College, Rajkot, Gujarat, India -360110.
    3Principal, Smt. R. D. Gardi B. Pharmacy College, Rajkot, Gujarat, India-360110.
     

Abstract

Around 6–8,000 individuals worldwide pass away every year as a result of taking pills erroneously. Patients may suffer injury from improper medicine usage, such as taking the incorrect drug or dose. In this overview a significant use of artificial intelligence (AI) for pill identification is discussed. Convolutional Neural Network (CNN)-based technique for automatically identifying a pill from a single picture OR Minimal Data (Color, Shape, Imprint). Using AI technology such as SIFT (Scale Invariant Feature Transform) and MLBP (Multi-scale Local Binary Pattern) descriptors, feature vectors that represent the imprint on the pill are created. Applications that facilitate medication reconciliation are increasingly essential than ever because of the substantial development in the prescribing and utilization of drugs. Pill identification demonstrate a deep-learning application that can assist in reducing errors that can be prevented and the danger they pose, such as accurately identifying prescription medications, a process that is currently time-consuming and prone to mistakes some of the examples are Pillbox, Drugs.com, Medscape, Help Me Pills, NIH(national institute of health), NLM(national library of medicine)Pill Image Recognition Challenge dataset to show how to identify prescription pills from smartphone photographs and the specification of the prototype, the computer vision algorithm used to extract pill features such form, size, and colors, as well as the decision tree that was employed to provide a rapid and accurate manner of pill identification.

Keywords

Pill Identifier, Pillbox, Drugs.com, MedScape, HelpMePills, Pill Identification Tool, CNN

Reference

  1. Yaniv, Z., Faruque, J., Howe, S., Dunn, K., Sharlip, D., Bond, A., Perillan, P., Bodenreider, O., Ackerman, M. J., & Yoo, T. S., The national library of medicine pill image recognition challenge: An initial report, 2016 IEEE Applied Imagery Pattern Recognition Workshop (AIPR). 
  2. Vieira Neto, M. A., De Souza, J. W., Reboucas Filho, P. P., & Rodrigues, A. W. ,CoforDes: An invariant feature extractor for the drug pill identification, 2018 IEEE 31st International Symposium on Computer-Based Medical Systems (CBMS).
  3. Crema, C., Depari, A., Flammini, A., Lavarini, M., Sisinni, E., & Vezzoli, A. , A smartphone-enhanced pill-dispenser providing patient identification and in-take recognition, 2015 IEEE International Symposium on Medical Measurements and Applications (MeMeA) 
  4. D. Ushizima, A. Carneiro, M. Souza, and F. Medeiros, “Investigating pill recognition methods for a new national library of medicine image dataset,” in International Symposium on Visual Computing. Springer, 2015, pp. 410–419.
  5. J. Yu, Z. Chen, S.-i. Kamata, and J. Yang, “Accurate system for automatic pill recognition using imprint information,” IET Image Processing, 2015, vol. 9, no. 12, pp. 1039–1047.
  6. Y.-B. Lee, U. Park, A. K. Jain, and S.-W. Lee, “Pillid: Matching and retrieval of drug pill images,” Pattern Recognition Letters, 2012, vol. 33, no. 7, pp. 904–910.
  7. D. G. Lowe, “Distinctive image features from scale invariant keypoints,” International journal of computer vision, 2004, vol. 60, no. 2, pp. 91–110.
  8. D. Raskovic, T. Martin, E. Jovanov, “Medical Monitoring Applications for Wearable Computing,” The Computer Journal, July 2004, 47(4): 495-504
  9. Kovac, M., "E-Health Demystified: An E-Government Showcase" Computer, Oct. 2014, vol.47, no.10, pp.34, 42.
  10. J. A. Cramer, A. Roy, A. Burrell, C. J. Fairchild, M. J. Fuldeore, D. A. Ollendorf, and P. K. Wong, “Medication compliance and persistence: terminology and definitions,” Value in Health: The Journal of the International Society for Pharmacoeconomics and Outcomes Research, 2008, vol. 11, no. 1, pp. 44–47.
  11. “Pill Image Recognition Challenge,” 2016, https://www.nlm.nih.gov/news/nlm-pill-image challenge-2016.html.
  12. J. R. Uijlings, K. E. van de Sande, T. Gevers, and A. W. Smeulders, “Selective search for object recognition,” International journal of computer vision, 2013, vol. 104, no. 2, pp. 154–171.
  13. J. Canny, “A computational approach to edge detection,” IEEE Transactions on Pattern Analysis and Machine Intelligence, 1986, vol. PAMI-8, no. 6, pp. 679–698.
  14. “Drugs.com,” https://www.drugs.com/pill identification.html 
  15. “Pillbox,” https://pillbox.nlm.nih.gov.
  16. “WebMD,” http://www.webmd.com/pill-identification/.

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Nidhi Joshi
Corresponding author

B. Pharm. Scholar, Smt. R. D. Gardi B. Pharmacy College, Rajkot, Gujarat, India -360110.

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Kajal Pradhan
Co-author

Assistant Professor, Smt. R. D. Gardi B. Pharmacy College, Rajkot, Gujarat, India-360110.

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Happy Bhalodiya
Co-author

B. Pharm. Scholar, Smt. R. D. Gardi B. Pharmacy College, Rajkot, Gujarat, India -360110.

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Megha Gandhi
Co-author

Assistant Professor, Smt. R. D. Gardi B. Pharmacy College, Rajkot, Gujarat, India-360110.

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Shital Faldu
Co-author

Principal, Smt. R. D. Gardi B. Pharmacy College, Rajkot, Gujarat, India-360110.

Nidhi Joshi, Kajal Pradhan, Megha Gandhi1, Happy Bhalodiya, Shital Faldu, Automatic Pill Identifier An Overview On Identifying, Retrieving And Authenticating Drug-Pill, Int. J. of Pharm. Sci., 2024, Vol 2, Issue 2, 61-72. https://doi.org/10.5281/zenodo.10613648

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