论文标题
牙科干预措施的多任务视频增强
Multi-task Video Enhancement for Dental Interventions
论文作者
论文摘要
牢固地连接到牙科手机上的微型拍摄使牙医可以不断监视保守牙科手术的进度。视频辅助牙科干预措施中的视频增强可减轻较低的光线，噪音，模糊和摄像机握手，从而统称视觉舒适感。为此，我们介绍了一个新颖的深层网络，用于多任务视频增强功能，以实现牙齿场景的宏观化化。尤其是，拟议的网络以多尺度的方式共同利用视频恢复和时间对齐，以有效地增强视频。我们对幻影场景中天然牙齿视频的实验表明，所提出的网络实现最先进的网络会导致多个任务，并具有接近实时的处理。我们在https://doi.org/10.34808/1jby-ay90上发布Vident-Lab，这是带有多任务标签的第一个带有多任务标签的牙科视频数据集，以促进相关视频处理应用程序的进一步研究。
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.
