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©The Author(s) 2025.
World J Radiol. Sep 28, 2025; 17(9): 109116
Published online Sep 28, 2025. doi: 10.4329/wjr.v17.i9.109116
Published online Sep 28, 2025. doi: 10.4329/wjr.v17.i9.109116
Figure 1
Flowchart of the study selection process.
Figure 2
The structure of convolutional neural network.
- Citation: Ding L, Peng JX, Song YJ. Deep learning approaches for image-based snoring sound analysis in the diagnosis of obstructive sleep apnea-hypopnea syndrome: A systematic review. World J Radiol 2025; 17(9): 109116
- URL: https://www.wjgnet.com/1949-8470/full/v17/i9/109116.htm
- DOI: https://dx.doi.org/10.4329/wjr.v17.i9.109116