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Multi-task Video Enhancement for Dental Interventions. (arXiv:2210.16236v1 [cs.CV])
Oct. 31, 2022, 1:12 a.m. | Efklidis Katsaros, Piotr K. Ostrowski, Krzysztof Włódarczak, Emilia Lewandowska, Jacek Ruminski, Damian Siupka-Mróz, Łukasz Lass
cs.LG updates on arXiv.org arxiv.org
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 …
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