This paper is in the following e-collection/theme issue:

Digital Health Reviews (1779) Artificial Intelligence (2248) Machine Learning (2166) Innovations in Cancer Diagnostic and Decision Support (117) Imaging Informatics (317)

Published on in Vol 27 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/53567, first published .
Artificial Intelligence Performance in Image-Based Cancer Identification: Umbrella Review of Systematic Reviews

Artificial Intelligence Performance in Image-Based Cancer Identification: Umbrella Review of Systematic Reviews

Artificial Intelligence Performance in Image-Based Cancer Identification: Umbrella Review of Systematic Reviews

Authors of this article:

He-Li Xu1, 2, 3 Author Orcid Image ;   Ting-Ting Gong4 Author Orcid Image ;   Xin-Jian Song1, 2, 3 Author Orcid Image ;   Qian Chen4 Author Orcid Image ;   Qi Bao4, 5 Author Orcid Image ;   Wei Yao1, 2, 3 Author Orcid Image ;   Meng-Meng Xie4 Author Orcid Image ;   Chen Li6 Author Orcid Image ;   Marcin Grzegorzek7 Author Orcid Image ;   Yu Shi8 Author Orcid Image ;   Hong-Zan Sun8 Author Orcid Image ;   Xiao-Han Li9 Author Orcid Image ;   Yu-Hong Zhao1, 2, 3 Author Orcid Image ;   Song Gao4 Author Orcid Image ;   Qi-Jun Wu2, 3, 4, 10, 11 Author Orcid Image
Article Authors Cited by (7) Tweetations (1) Metrics

Journals

  1. Gong E, Woo J, Lee J, Bang C. Role of artificial intelligence in gastric diseases. World Journal of Gastroenterology 2025;31(37) View
  2. Ardila C, Vivares‐Builes A, Pineda‐Vélez E. Molecular Biomarkers and Machine Learning in Oral Cancer: A Systematic Review and Meta‐Analysis. Oral Diseases 2025 View
  3. Hussain H, Rajeev R, DeStigter K, Gulani V. Global Cancer Imaging Access: Addressing Barriers and Harnessing Innovations. Radiology: Imaging Cancer 2025;7(6) View
  4. Kumar Verma K. Artificial intelligence models for lung cancer diagnosis: A comprehensive review. Current Problems in Diagnostic Radiology 2025 View
  5. Górecki S, Tatka A, Brusey J. Artificial Intelligence and New Technologies in Melanoma Diagnosis: A Narrative Review. Cancers 2025;17(24):3896 View
  6. Bencardino S, Lodola I, Centanni L, Mandarino F, Fanizza J, Furfaro F, D’Amico F, Fuccio L, Bruni A, Facciorusso A, Massironi S, Annese V, Danese S, Gumbs A, Donatelli G, Dell’Anna G. Artificial intelligence in advanced endoscopic imaging: transforming optical diagnosis in gastroenterology. Frontiers in Medicine 2026;12 View
  7. Ju L, Guo Y, Guo H, Liu R, Wang Y, Wang S, Ma N, Ren J. Diagnostic Performance of Deep Learning and Radiomics in Extracranial Carotid Plaque Detection: Systematic Review and Meta-Analysis. Journal of Medical Internet Research 2026;28:e77092 View