Bingwen Eugene Fan, Bryan Song Jun Yong, Ruiqi Li, Samuel Sherng Young Wang, Min Yi Natalie Aw, Ming Fang Chia, David Tao Yi Chen, Yuan Shan Neo, Bruno Occhipinti, Ryan Ruiyang Ling, Kollengode Ramanathan, Yi Xiong Ong, Kian Guan Eric Lim, Wei Yong Kevin Wong, Shu Ping Lim, Siti Thuraiya Binte Abdul Latiff, Hemalatha Shanmugam, Moh Sim Wong, Kuperan Ponnudurai, Stefan Winkler
Artificial intelligence (AI) and its application in classification of blood cells in the peripheral blood film is an evolving field in haematology. We performed a rapid review of the literature on AI and peripheral blood films, evaluating the condition studied, image datasets, machine learning models, training set size, testing set size and accuracy. A total of 283 studies were identified, encompassing 6 broad domains: malaria (n = 95), leukemia (n = 81), leukocytes (n = 72), mixed (n = 25), erythrocytes (n = 15) or Myelodysplastic syndrome (MDS) (n = 1)...
November 19, 2023: Blood Reviews