亚秒光学相干层析血管造影方案在口腔内成像使用高效的超分辨率网络。

IF 2 3区 物理与天体物理 Q3 BIOCHEMICAL RESEARCH METHODS
Jinpeng Liao, Tianyu Zhang, Chunhui Li, Zhihong Huang
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引用次数: 0

摘要

本研究介绍了一种基于200 kHz扫描源光学相干断层扫描系统的快速光学相干断层血管成像(OCTA)方案,该方案通过集成高效的口腔内微血管成像超分辨率变压器(IMAST)模型,用于口腔内成像。该协议通过降低空间采样分辨率将采集时间减少到~0.3 s,从而在保持视场和图像质量的同时最大限度地减少运动伪影。IMAST模型利用基于变压器的架构与卷积运算相结合,从降低分辨率的扫描中重建高分辨率的口内OCTA图像。不同口腔内部位和条件下的实验结果表明,与现有的深度学习方法相比,该模型具有鲁棒性和提高图像质量的高性能。此外,IMAST在模型复杂度、推理时间和计算成本等方面具有优势,突出了其对临床环境的适用性。这些发现支持了我们的方法在非侵入性口腔疾病诊断方面的潜力,减少了患者的不适,促进了恶性肿瘤的早期发现,因此可以作为口腔评估的宝贵工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Sub-Second Optical Coherence Tomography Angiography Protocol for Intraoral Imaging Using an Efficient Super-Resolution Network

Sub-Second Optical Coherence Tomography Angiography Protocol for Intraoral Imaging Using an Efficient Super-Resolution Network

This study introduces a 200 kHz swept-source optical coherence tomography system-based fast optical coherence tomography angiography (OCTA) protocol for intraoral imaging by integrating an efficient Intraoral Micro-Angiography Super-Resolution Transformer (IMAST) model. This protocol reduces acquisition time to ~0.3 s by reducing the spatial sampling resolution, thereby minimizing motion artifacts while maintaining a field of view and image quality. The IMAST model utilizes a transformer-based architecture combined with convolutional operations to reconstruct high-resolution intraoral OCTA images from reduced-resolution scans. Experimental results from various intraoral sites and conditions show the model's robustness and high performance in enhancing image quality compared to existing deep-learning methods. Besides, IMAST shows advantages in model complexity, inference time, and computational cost, underscoring its suitability for clinical environments. These findings support the potential of our approach for noninvasive oral disease diagnosis, reducing patient discomfort and facilitating early detection of malignancies, thus serving as a valuable tool for oral assessment.

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来源期刊
Journal of Biophotonics
Journal of Biophotonics 生物-生化研究方法
CiteScore
5.70
自引率
7.10%
发文量
248
审稿时长
1 months
期刊介绍: The first international journal dedicated to publishing reviews and original articles from this exciting field, the Journal of Biophotonics covers the broad range of research on interactions between light and biological material. The journal offers a platform where the physicist communicates with the biologist and where the clinical practitioner learns about the latest tools for the diagnosis of diseases. As such, the journal is highly interdisciplinary, publishing cutting edge research in the fields of life sciences, medicine, physics, chemistry, and engineering. The coverage extends from fundamental research to specific developments, while also including the latest applications.
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