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Semantic decomposition Network with Contrastive and Structural Constraints for Dental Plaque Segmentation. (arXiv:2208.06283v1 [cs.CV])
Aug. 15, 2022, 1:12 a.m. | Jian Shi, Baoli Sun, Xinchen Ye, Zhihui Wang, Xiaolong Luo, Jin Liu, Heli Gao, Haojie Li
cs.CV updates on arXiv.org arxiv.org
Segmenting dental plaque from images of medical reagent staining provides
valuable information for diagnosis and the determination of follow-up treatment
plan. However, accurate dental plaque segmentation is a challenging task that
requires identifying teeth and dental plaque subjected to semantic-blur regions
(i.e., confused boundaries in border regions between teeth and dental plaque)
and complex variations of instance shapes, which are not fully addressed by
existing methods. Therefore, we propose a semantic decomposition network
(SDNet) that introduces two single-task branches to …
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