Comparison of RetinaNet, SSD, and YOLO v3 for real-time pill identification.

Journal: BMC medical informatics and decision making
Published Date: Nov 22, 2021

Abstract

BACKGROUND: The correct identification of pills is very important to ensure the safe administration of drugs to patients. Here, we use three current mainstream object detection models, namely RetinaNet, Single Shot Multi-Box Detector (SSD), and You Only Look Once v3(YOLO v3), to identify pills and compare the associated performance.

Authors

  • Lu Tan
    School of Electrical Engineering, Computing and Mathematical Sciences (Computing Discipline), Curtin University, Bentley, Western Australia, Australia.
  • Tianran Huangfu
    Department of Pharmacy, The Third Affiliated Hospital of Southern Medical University, Guangzhou, 510000, China.
  • Liyao Wu
    Department of Pharmacy, The Third Affiliated Hospital of Southern Medical University, Guangzhou, 510000, China.
  • Wenying Chen
    Department of Pharmacy, The Third Affiliated Hospital of Southern Medical University, Guangzhou, 510000, China. chenwenying2016@163.com.

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