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Abstract
A microcamera firmly attached to a dental handpiece allows dentists to continuously monitor the progress of conservative dental procedures. Video enhancement in video-assisted dental interventions alleviates low-light, noise, blur, and camera handshakes that collectively degrade visual comfort. To this end, we introduce a novel deep network for multi-task video enhancement that enables macro-visualization of dental scenes. In particular, the proposed network jointly leverages video restoration and temporal alignment in a multi-scale manner for effective video enhancement. Our experiments on videos of natural teeth in phantom scenes demonstrate that the proposed network achieves state-of-the-art results in multiple tasks with near real-time processing. We release Vident-lab at https://doi.org/10.34808/1jby-ay90, the first dataset of dental videos with multi-task labels to facilitate further research in relevant video processing applications.
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Authors (9)
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Łukasz Lassmann
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Details
- Category:
- Conference activity
- Type:
- publikacja w wydawnictwie zbiorowym recenzowanym (także w materiałach konferencyjnych)
- Language:
- English
- Publication year:
- 2022
- Bibliographic description:
- Katsaros E., Kopa Ostrowski P., Włódarczak K., Lewandowska E., Rumiński J., Siupka-Mróz D., Lassmann Ł., Jezierska A., Węsierski D.: Multi-task Video Enhancement for Dental Interventions// / : , 2022,
- DOI:
- Digital Object Identifier (open in new tab) 10.1007/978-3-031-16449-1_18
- Sources of funding:
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- NCBiR, nr umowy POIR.01.01.01-00-0076/19
- Verified by:
- Gdańsk University of Technology
Referenced datasets
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