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.
Authors
- Efkleidis Katsaros link open in new tab ,
- Piotr Kopa Ostrowski link open in new tab ,
- Krzysztof Włódarczak link open in new tab ,
- Emilia Lewandowska link open in new tab ,
- prof. dr hab. inż. Jacek Rumiński link open in new tab ,
- Damian Siupka-Mróz link open in new tab ,
- Łukasz Lassmann,
- dr inż. Anna Jezierska link open in new tab ,
- dr inż. Daniel Węsierski link open in new tab
Additional information
- DOI
- Digital Object Identifier link open in new tab 10.1007/978-3-031-16449-1_18
- Category
- Aktywność konferencyjna
- Type
- publikacja w wydawnictwie zbiorowym recenzowanym (także w materiałach konferencyjnych)
- Language
- angielski
- Publication year
- 2022
