Studies
Primary studies
26,293 studies included by 1,022 non-Cochrane dental reviews extracted from full text, one record per study, so a study included by several reviews is counted once. Most are randomized trials; etiology and diagnostic reviews also include observational and accuracy studies. Cochrane reviews and reviews with only their headline outcomes do not list their included studies here yet.
ReviewStudies included by Deep Learning-Based Dental Caries Diagnosis: A Modality-Stratified Systematic Review and Meta-Analysis of Faster R-CNN and Mask R-CNN.. Show all studies
| Study | Year | Reviews | Review outcomes linked | Trial data |
|---|---|---|---|---|
| Detection of Proximal Caries Lesions on Bitewing Radiographs Using Deep Learning Method. Chen X 2022 · Chen Xiaotong, Guo Jiachang, et al. · Caries research PMID:36215971 | 2022 | 3 | 2 | not extracted yet |
| Caries detection with tooth surface segmentation on intraoral photographic images using deep learning. Park EY 2022 · Park Eun Young, Cho Hyeonrae, et al. · BMC oral health PMID:36476359 | 2022 | 2 | 1 | not extracted yet |
| Recognizing Occlusal Caries in Dental Intraoral Images Using Deep Learning. Moutselos 2019 · Moutselos K, Berdouses E, et al. · Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference PMID:31946206 | 2019 | 2 | none stated | not extracted yet |
| Deep Learning-Based Algorithm for Staging Secondary Caries in Bitewings. van Nistelrooij 2024 · van Nistelrooij Niels, Chaves Eduardo Trota, et al. · Caries research PMID:39471790 | 2025 | 1 | none stated | not extracted yet |
| Rapid detection of non-normal teeth on dental X-ray images using improved Mask R-CNN with attention mechanism. Guo 2024 · Guo Yanbin, Guo Jing, et al. · International journal of computer assisted radiology and surgery PMID:38170416 | 2024 | 1 | none stated | not extracted yet |
| Detection of caries around restorations on bitewings using deep learning. Chaves 2024 · Chaves Eduardo Trota, Vinayahalingam Shankeeth, et al. · Journal of dentistry PMID:38342368 | 2024 | 1 | none stated | not extracted yet |
| Dental Caries Detection Using Faster R-CNN and YOLO V3 Juyal 2023 · Juyal Aayush, Tiwari Himanshu, et al. · ITM Web of Conferences DOI:10.1051/itmconf/20235302005 | 2023 | 1 | none stated | not extracted yet |
| Faster Region‐based Convolutional Neural Networks with You Only Look Once multi‐stage caries lesion from oral panoramic X‐ray images Velusamy 2024 · Velusamy Jayaraj, Rajajegan T., et al. · Expert Systems DOI:10.1111/exsy.13326 | 2023 | 1 | none stated | not extracted yet |
| Automatic caries detection in bitewing radiographs: part I-deep learning. Kunt 2023 · Kunt Lukáš, Kybic Jan, et al. · Clinical oral investigations PMID:37968358 | 2023 | 1 | none stated | not extracted yet |
| Faster-RCNN based intelligent detection and localization of dental caries Zhu 2022 · Zhu Yuang, Xu Tongkai, et al. · Displays DOI:10.1016/j.displa.2022.102201 | 2022 | 1 | none stated | not extracted yet |
| Deep Learning Application in Dental Caries Detection Using Intraoral Photos Taken by Smartphones Thanh 2022 · Thanh Mai Thi Giang, Van Toan Ngo, et al. · Applied Sciences DOI:10.3390/app12115504 | 2022 | 1 | none stated | not extracted yet |
| A hybrid mask RCNN-based tool to localize dental cavities from real-time mixed photographic images. Rashid 2022 · Rashid Umer, Javid Aiman, et al. · PeerJ. Computer science PMID:35494840 | 2022 | 1 | none stated | not extracted yet |
| Evaluation of a deep learning system for automatic detection of proximal surface dental caries on bitewing radiographs. Estai 2022 · Estai Mohamed, Tennant Marc, et al. · Oral surgery, oral medicine, oral pathology and oral radiology PMID:35534406 | 2022 | 1 | none stated | not extracted yet |
| A Smart Dental Health-IoT Platform Based on Intelligent Hardware, Deep Learning, and Mobile Terminal. Liu 2020 · Liu Lizheng, Xu Jiawei, et al. · IEEE journal of biomedical and health informatics PMID:31180873 | 2020 | 1 | none stated | not extracted yet |
| Cauas 2023 matched by author and year (probable) | NR | 1 | none stated | not extracted yet |
| Mahaveerakannan 2024 matched by author and year (probable) | NR | 1 | none stated | not extracted yet |