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Spatially selective multiphoton photothermolysis guided by reflectance confocal microscopy for precise vessel closure in the mouse eye limbus. 在反射共聚焦显微镜引导下的空间选择性多光子光热解用于小鼠眼缘血管的精确闭合。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-14 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.585526
Liwei Jiang, Zhenguo Wu, Jianhua Zhao, Jing Cui, Harvey Lui, Sonia N Yeung, Joanne A Matsubara, Haishan Zeng

Corneal neovascularization (CNV) is characterized by abnormal vessel growth into the cornea, often impairing vision. Conventional laser therapies for CNV lack precision and risk collateral damage. We developed a multiphoton photothermolysis (MPP) approach using femtosecond (fs) laser-based two-photon absorption guided by real-time reflectance confocal microscopy. Two MPP laser treatment configurations were implemented: dual lasers for imaging (785 nm CW) and treatment (830 nm fs), and a single fs laser for both functions. We demonstrated that in the mouse eye limbus, MPP achieved selective vessel closure without collateral tissue damage. Results also indicate therapeutic effects are mediated by two- rather than one-photon absorption, highlighting MPP's potential as a precise and safe CNV treatment.

角膜新生血管(CNV)的特点是异常血管生长到角膜,经常损害视力。传统的激光治疗CNV缺乏精确性和附带损伤的风险。我们开发了一种多光子光热分解(MPP)方法,利用飞秒(fs)激光为基础的双光子吸收引导实时反射共聚焦显微镜。采用了两种MPP激光治疗配置:双激光器用于成像(785 nm CW)和治疗(830 nm fs),单fs激光器用于两种功能。我们证明,在小鼠眼缘中,MPP实现了选择性血管关闭而没有侧支组织损伤。结果还表明,治疗效果是由双光子吸收而不是单光子吸收介导的,这突出了MPP作为一种精确和安全的CNV治疗方法的潜力。
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引用次数: 0
Low-cost 3D-printed optics for super-resolution multifocal structured illumination microscopy. 用于超分辨率多焦结构照明显微镜的低成本3d打印光学器件。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-13 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.583760
Jay Christopher, Liam M Rooney, Charlie Butterworth, Gail McConnell, Ralf Bauer

We present a low-cost 3D-printing method of fabricating optical quality lenslet arrays for integration in a multifocal structured illumination microscope (mSIM), achieving super-resolution fluorescence imaging using 3D-printed optics for the first time. We detail the design and manufacturing processes to produce high-quality 3D-printed optics, showing their comparable surface roughness of 30 ± 2.5 nm for the 3D-printed elements compared to 37 ± 1.4 nm for commercial glass optics. A 3D-printed lenslet array with a 'honeycomb' geometry and 1.2 mm lenslet diameter was compared to a high-end glass commercial lenslet array with 250 µm lenslet diameter and a lower cost commercial lenslet array with a 1 mm by 1.4 mm lenslet footprint. The imaging performance of the different optics was benchmarked using a custom mSIM setup by quantifying the beam profile homogeneity and the experimental lateral resolution. The mSIM setup incorporating the different microlens arrays was tested using a commercial bovine pulmonary artery endothelial cell specimen, highlighting an achievable resolution enhancement from 237 nm ± 12 nm with laser-scanning illumination to 151 ± 12 nm using the high-end commercial microlens array and from 232 ± 18 nm with laser-scanning illumination to 151 nm ± 12 nm using the 3D-printed honeycomb lenslet array. Advantages of improved background rejection through the custom lenslet geometry are discussed, highlighting the super-resolution microscope performance achievable using custom 3D-printed optics costing as low as £0.50 to produce.

我们提出了一种低成本的3d打印制造光学质量透镜阵列的方法,用于集成在多焦结构照明显微镜(mSIM)中,首次使用3d打印光学器件实现超分辨率荧光成像。我们详细介绍了设计和制造工艺,以生产高质量的3d打印光学元件,显示出3d打印元件的表面粗糙度为30±2.5 nm,而商用玻璃光学元件的表面粗糙度为37±1.4 nm。将具有“蜂窝”几何形状和1.2 mm透镜直径的3d打印透镜阵列与具有250 μ m透镜直径的高端玻璃商业透镜阵列和具有1 mm × 1.4 mm透镜足迹的低成本商业透镜阵列进行了比较。通过量化光束轮廓均匀性和实验横向分辨率,使用定制的mSIM设置对不同光学器件的成像性能进行基准测试。采用商用牛肺动脉内皮细胞样本测试了包含不同微透镜阵列的mSIM设置,结果表明,使用高端商用微透镜阵列时,分辨率从237 nm±12 nm提高到151±12 nm,使用3d打印蜂窝透镜阵列时,分辨率从232±18 nm提高到151 nm±12 nm。讨论了通过定制透镜几何形状改善背景抑制的优点,强调了使用定制3d打印光学元件可实现的超分辨率显微镜性能,生产成本低至0.50英镑。
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引用次数: 0
PSB-DSN: a two-stage unsupervised denoising enhancement network for OCT images based on pixel shuffle and blind spot masking. PSB-DSN:一种基于像素shuffle和盲点掩蔽的OCT图像两阶段无监督去噪增强网络。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-12 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.582444
Ziyang Chen, Jingtao Wang, Duo Xu, Yu Fan, Qianjin Feng, Xinjian Chen

Optical coherence tomography (OCT) images have long been plagued by speckle noise, which has both multiplicative characteristics and spatial correlation, making noise removal extremely difficult. Traditional methods based on the Noisy2Noisy framework have poor denoising performance due to their "additive-independent" assumption. Therefore, we propose a two-stage unsupervised network, Pixel Shuffle-Blindspot Dual-Stage Network (PSB-DSN), which requires no clean data during training. In the first stage, pixel shuffle downsampling (PD) is used to cut off the noise correlation, while a global masker is introduced to select 1/4 of the pixels as blind spots. The self-replacement mechanism substitutes masked pixels with blind-spot convolution outputs, ensuring J-invariance while allowing the remaining visible pixels to provide intact contextual information. Additionally, parallel training with multiple masks is used to achieve rapid convergence and information supplementation. In the second stage, a random mask refinement network is designed to fuse the denoised output from the first stage with the original noisy image, further dispersing the checkerboard artifacts and achieving secondary enhancement of global contextual information. Evaluation on six OCT datasets shows that PSB-DSN achieves superior denoising enhancement performance over state-of-the-art unsupervised approaches. Furthermore, downstream retinal layer segmentation experiments confirm that images processed by PSB-DSN achieve consistent and stable improvements in segmentation accuracy.

光学相干层析成像(OCT)图像长期以来一直受到斑点噪声的困扰,斑点噪声具有乘性和空间相关性,使得噪声去除非常困难。传统的基于Noisy2Noisy框架的去噪方法由于其“加性无关”的假设,导致去噪效果较差。因此,我们提出了一个两阶段无监督网络,像素洗刷-盲点双阶段网络(PSB-DSN),它在训练过程中不需要干净的数据。第一阶段采用像素shuffle downsampling (PD)截断噪声相关性,同时引入全局掩模选取1/4的像素作为盲点。自替换机制用盲点卷积输出替代被屏蔽的像素,确保j不变性,同时允许剩余的可见像素提供完整的上下文信息。此外,采用多掩码并行训练,实现快速收敛和信息补充。在第二阶段,设计随机掩码细化网络,将第一阶段去噪后的输出与原始带噪图像融合,进一步分散棋盘伪影,实现全局上下文信息的二次增强。对六个OCT数据集的评估表明,PSB-DSN比最先进的无监督方法具有更好的去噪增强性能。此外,下游视网膜层分割实验证实,PSB-DSN处理后的图像在分割精度上实现了一致且稳定的提高。
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引用次数: 0
Cancer cell identification in tissue imaging via phasor map analysis in polarization-resolved two-photon excitation fluorescence microscopy. 偏振分辨双光子激发荧光显微镜中相量图分析在组织成像中的癌细胞鉴定。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-12 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.581966
Ali Mohebi, Lasse Bo Mortensen, Gavrielle R Untracht, Madhu Veettikazhy, Aymeric Le Gratiet, Peter E Andersen

While cancer characteristics can vary significantly across types, methods that distinguish malignant cells from normal ones hold promise by targeting shared cellular anomalies. Among these, morphological differences play a key role in driving the aggressive behavior and altered function typical of cancer cells. Detecting and analyzing such cells within complex, densely packed tissue environments requires advanced imaging techniques. Polarization-resolved fluorescence microscopy offers rich insights into cellular composition, molecular binding affinities, and structural organization, particularly in revealing biomolecular order and subcellular polarity loss. In this work, we study polarization-resolved two-photon excitation fluorescence tissue imaging microscopy in vitro to investigate ordered versus disordered chromatin organization within cell nuclei. We employ an innovative phasor map analysis to facilitate quick interpretation, using colorectal cancer identification and liquid crystal as a case study and baseline, respectively. Our method aims to identify cancer within tissue by adding polarimetric contrast to fluorescence due to the anisotropic feature of fluorescent molecular probes. Accordingly, the proposed phasor map provides a graphically transformed representation of polarization-based fluorescence imaging for histopathological tissue identification on a pixel-wise basis, facilitating comprehensive classification of diverse tissue samples. This study presents initial steps toward showing the potential for cancer identification and lays a foundation for future diagnostic strategies.

虽然不同类型的癌症特征可能有很大差异,但区分恶性细胞和正常细胞的方法有望针对共同的细胞异常。其中,形态差异在驱动癌细胞的攻击行为和典型功能改变中起着关键作用。在复杂、密集的组织环境中检测和分析这些细胞需要先进的成像技术。偏振分辨荧光显微镜提供了丰富的见解细胞组成,分子结合亲和力和结构组织,特别是在揭示生物分子秩序和亚细胞极性损失。在这项工作中,我们在体外研究偏振分辨双光子激发荧光组织成像显微镜,以研究细胞核内有序与无序的染色质组织。我们采用创新的相量图分析来促进快速解释,分别使用结直肠癌识别和液晶作为案例研究和基线。由于荧光分子探针的各向异性特性,我们的方法旨在通过在荧光中添加偏振对比来识别组织内的癌症。因此,所提出的相量图提供了基于偏振的荧光成像的图形转换表示,用于组织病理学组织识别的像素级基础上,促进了不同组织样本的全面分类。这项研究为显示癌症识别的潜力提供了初步的步骤,并为未来的诊断策略奠定了基础。
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引用次数: 0
Circumferential multi-contrast mapping of the aqueous outflow pathway in human eyes facilitated by circular-scan optical coherence tomography angiography. 圆扫描光学相干断层扫描血管造影对人眼水流出通道的周向多对比成像。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-12 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.582858
Zhaoyu Gong, Yaping Shi, Matthew D Holliman, Jingjiang Xu, Yi Zhang, Ruikang K Wang

The corneoscleral limbus contains essential aqueous channels and veins that form the primary aqueous outflow pathway, making it a critical focus of glaucoma research. Optical coherence tomography (OCT) has emerged as a powerful tool for investigating this pathway, but conventional imaging is typically performed in segments and restricted to a single functional contrast. Such approaches are limited in evaluating the overall condition of the outflow system, which contributes circumferentially asymmetrically to the aqueous outflow and is composed of multiple tissues requiring different OCT functional extensions. To address these limitations, we propose a circumferential, multi-contrast mapping framework for in vivo analysis of limbal vasculature and aqueous outflow structures/functions. The workflow begins with a rapid panoramic OCT angiography scan using a circular-scan anterior segment OCT (CircAS-OCT) system to generate a global limbal reference map. This reference is then used to guide the stitching of sectional scans acquired from high-resolution OCT devices and protocols. In two normal subjects, the method successfully enabled circumferential, multi-contrast mapping of selected outflow-related structures and processes, including depth-resolved limbal vasculature, collector channel orifice positions, trabecular meshwork regions, and trabecular motion strength, with results aligning well with established anatomical knowledge. By combining circumferential coverage and cross-function integration, our approach provides a versatile imaging platform with strong potential for comprehensive assessment of the aqueous outflow pathway, supporting diagnostic and surgical strategies in glaucoma management.

角膜巩膜边缘包含必要的水通道和静脉,形成主要的水流出通道,使其成为青光眼研究的关键焦点。光学相干断层扫描(OCT)已经成为研究这一途径的有力工具,但传统的成像通常是分段进行的,并且仅限于单一的功能对比。这些方法在评估流出系统的整体状况方面受到限制,流出系统对水流出的贡献是圆周不对称的,并且由需要不同OCT功能扩展的多个组织组成。为了解决这些限制,我们提出了一个环向的、多对比的测绘框架,用于体内分析角膜缘脉管系统和水流出结构/功能。工作流程从使用环形扫描前段OCT (CircAS-OCT)系统进行快速全景OCT血管造影扫描开始,以生成全局边缘参考图。然后使用该参考来指导从高分辨率OCT设备和协议获得的断层扫描的拼接。在两名正常受试者中,该方法成功地对选定的流出相关结构和过程进行了周向、多重对比映射,包括深度分辨的角膜缘脉管系统、收集器通道孔位置、小梁网区域和小梁运动强度,结果与已建立的解剖学知识很好地吻合。通过结合环向覆盖和跨功能整合,我们的方法提供了一个多功能的成像平台,具有全面评估水流出通道的强大潜力,支持青光眼治疗的诊断和手术策略。
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引用次数: 0
Computational framework for combining multiple swept-sources for high-resolution in-vivo optical coherence tomography. 用于高分辨率体内光学相干断层成像的多扫描源组合计算框架。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-09 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.581000
Sarvesh Thakur, Pepijn Klooster, Baris Bargu, Dierck Hillmann

Axial resolution in swept-source-based Fourier-domain optical coherence tomography (FD-OCT) is limited by the sweep range of the source. However, broad swept-sources are not readily available, and passively combining two laser sources is not straightforward. In this paper, we develop a framework to overcome this limit by computationally combining independently sweeping sources to increase the bandwidth and subsequently the axial resolution of full-field Fourier-domain optical coherence tomography (FF-FD-OCT) systems. To this end, we demonstrate a dual-laser full-field FD-OCT system that uses two lasers, which sweep sequentially and are stitched phase-correctly in post-processing to obtain high-bandwidth spectra. After combining, we achieve an effective bandwidth of 145 nm at a central wavelength of 878 nm. The system has a high axial resolution of 3.1 μm and can operate at an A-scan rate of 50 MHz. Our method requires a one-time calibration measurement to determine the non-linear sweeps from the lasers and the wavelength overlap, as well as a volume-by-volume phase matching procedure to compensate for sample motion. We demonstrate this for ex-vivo phantoms as well as in-vivo retinal data. Overall, the framework allows for extension to multiple lasers to further improve the axial resolution.

基于扫描源的傅里叶域光学相干层析成像(FD-OCT)的轴向分辨率受到源扫描范围的限制。然而,广泛的扫描源并不容易获得,并且被动地结合两个激光源也不是直截了当的。在本文中,我们开发了一个框架来克服这一限制,通过计算组合独立扫描源来增加带宽,从而提高全场傅里叶域光学相干层析成像(FF-FD-OCT)系统的轴向分辨率。为此,我们演示了一种双激光全场FD-OCT系统,该系统使用两个激光器依次扫描并在后处理中进行相位正确拼接以获得高带宽光谱。结合后,我们在878 nm的中心波长处实现了145 nm的有效带宽。该系统具有3.1 μm的高轴向分辨率,可在50 MHz的a扫描速率下工作。我们的方法需要一次校准测量来确定激光和波长重叠的非线性扫描,以及一个体积对体积的相位匹配过程来补偿样本运动。我们在离体幻影和体内视网膜数据中证明了这一点。总体而言,该框架允许扩展到多个激光器,以进一步提高轴向分辨率。
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引用次数: 0
Asymmetry between nasal and temporal refraction with accommodation in myopes and emmetropes. 鼻部和颞部屈光不对称,伴有近视眼和远视眼的调节。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-09 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.578852
Shrilekha Vedhakrishnan, Charlie Börjeson, Faik Ozan Özhan, Alberto Dominguez Vicent, Abinaya Priya Venkataraman, Linda Lundström

This study investigates relative peripheral refraction (RPR) in emmetropic and myopic eyes in the 25° nasal and temporal visual fields under far and near fixation, with control for any fluctuations in accommodation. Additional analysis of axial length and comparison with recently published eye models are also presented, constituting complementary adult data to the Stockholm Myopia Study. In the ten emmetropes, a pronounced nasal-temporal asymmetry was observed, with significantly more myopic RPR nasally and less myopic / more hyperopic RPR temporally at both accommodative states (p = 0.005). The nine myopes, in contrast, exhibited more symmetric peripheral profiles, with no significant nasal-temporal differences. Accommodation induced systematic shifts in both groups, producing increased relative myopia nasally and relative hyperopia temporally (p < 0.001). Axial length was significantly correlated with temporal hyperopic shifts during accommodation in myopes (p = 0.005), suggesting a structural contribution of ocular growth to peripheral optics. Comparison with eye models showed partial agreement, though experimental results revealed greater asymmetry than predicted in emmetropes and a weaker nasal-temporal distinction in myopes. Our findings indicate that variations in relative peripheral refraction over the horizontal visual field and with accommodation might be linked to ocular growth and are important for optical myopia control.

本研究研究了远视和近视25°鼻和颞区视野的准远视和近视眼的相对外周屈光度(RPR),并对调节的波动进行了控制。此外,还对眼轴长度进行了分析,并与最近发表的眼模型进行了比较,构成了斯德哥尔摩近视研究的补充成人数据。在10个条件下,观察到明显的鼻颞不对称,在两种调节状态下,鼻部的近视RPR明显增加,而鼻部的近视RPR明显减少/远视RPR明显增加(p = 0.005)。相比之下,九种近视表现出更对称的外周轮廓,没有明显的鼻颞差异。调节诱导了两组患者的系统性变化,导致暂时性的鼻部相对近视和远视增加(p p = 0.005),表明眼部生长对周围光学有结构性贡献。与眼模型的比较显示出部分的一致性,尽管实验结果显示近视的不对称性比预测的要大,而近视的鼻颞差异更弱。我们的研究结果表明,水平视野相对外周屈光度的变化和调节可能与眼部生长有关,对光学近视的控制很重要。
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引用次数: 0
Refractive adaptive optics scanning light ophthalmoscope with fast 2D MEMS scanner. 具有快速二维MEMS扫描仪的屈光自适应光学扫描光检眼镜。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-08 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.576969
Karteek Kunala, Yuning Xia, Gastón A Ayubi, Bartlomiej Kowalski, Ankur X Desai, David Lippman, Julie Bentley, Alfredo Dubra

We describe a refractive adaptive optics scanning light ophthalmoscope designed for small animal imaging through a 1.8 mm diameter pupil. The optical setup, based on a search of achromatic doublets through multiple lens catalogs, consists of a sequence of modified afocal relays that deliver diffraction-limited imaging in pupil and retina conjugates. Real ray tracing is used to compare imaging performance when correcting large focus errors using a pupil conjugate wavefront corrector, a traditional Badal optometer, and a modified Badal optometer. Polarization control, focal length selection, and systematic lens tilting are explored for mitigating reflections with minimal imaging performance degradation. A 2-dimensional optical scanner with a 29.2 kHz resonant frequency around one axis and low dynamic surface distortion allows doubling the frame rate of prior instruments and simplifies the optical setup. Scanner orientation and trigger electrical signals are used to correct sinusoidal image warping and line sampling jitter. The instrument is demonstrated by imaging mice under 800 nm illumination with two reflectance detection modalities: confocal and quadrant non-confocal.

我们描述了一种折射自适应光学扫描光检眼镜,设计用于小动物通过直径1.8 mm的瞳孔成像。光学装置,基于在多个透镜目录中搜索消色差双重透镜,由一系列改进的聚焦继电器组成,这些继电器在瞳孔和视网膜共轭体中提供衍射限制成像。真实光线追踪用于比较使用瞳孔共轭波前校正器、传统巴达尔验光仪和改进巴达尔验光仪校正大聚焦误差时的成像性能。偏振控制,焦距选择,和系统的镜头倾斜探索减轻反射与最小的成像性能退化。一个具有29.2 kHz单轴谐振频率和低动态表面畸变的二维光学扫描仪允许将先前仪器的帧速率加倍,并简化了光学设置。扫描器方向和触发电信号用于校正正弦波图像扭曲和线采样抖动。在800 nm光照下,用共聚焦和四象限非共聚焦两种反射检测方式对小鼠进行成像。
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引用次数: 0
Mechanical de-skewing enables high-resolution imaging of thin tissue slices with a mesoSPIM light-sheet microscope. 机械去倾斜使薄组织切片的高分辨率成像与mesoSPIM光片显微镜。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-08 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.583082
Steven Moreno, Sharika Mohanan, Ahmed Elnageh, Erin Boland, Lewis Williamson, Camilla Olianti, Leonardo Sacconi, Godfrey Smith, Eline Huethorst, Caroline Müllenbroich

Optical clearing combined with light-sheet microscopy enables high-resolution imaging of extended tissue at scale. However, standard mesoSPIM systems are optimised for intact organs and are not suited to thin tissue slices. We present an oblique compensation scanning method using obliquely mounted samples held between refractive-index-matched slides in a 3D-printed frame. This enables mechanical de-skewing during acquisition, minimising post-processing requirements. We demonstrate feasibility in fluorescent bead phantoms and rabbit heart tissue, achieving a 4.8 × reduction in processing time and a 1.5 × improvement in axial resolution ((13.15±1.36) μm to (8.72±1.80) μm) compared to conventional z scan. The oblique compensation acquisition method extends mesoSPIM's utility to fragile, laterally extended tissue sections.

光学清除结合光片显微镜可以在规模上对扩展组织进行高分辨率成像。然而,标准mesoSPIM系统对完整器官进行了优化,不适合薄组织切片。我们提出了一种倾斜补偿扫描方法,使用在3d打印框架中在折射率匹配的幻灯片之间倾斜安装样品。这样可以在采集过程中实现机械去斜,最大限度地减少后处理要求。我们在荧光珠幻影和兔心脏组织中证明了这种方法的可行性,与传统的z扫描相比,处理时间缩短了4.8倍,轴向分辨率提高了1.5倍((13.15±1.36)μm至(8.72±1.80)μm)。斜向补偿获取方法将mesoSPIM的实用性扩展到脆弱的,横向扩展的组织切片。
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引用次数: 0
DPLSeg: unsupervised general segmentation model for retinal images across multiple OCT devices. DPLSeg:跨多个OCT设备的视网膜图像的无监督一般分割模型。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-08 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.581170
Caiye Fan, Huankai Yu, Zuoping Tan, Ran Yang, Rui Yao, Tinghui Huang, Qinghong Gao, Yilei Shao, Fan Lu, Meixiao Shen, Yuanyuan Wang

Retinal diseases, including myopic and diabetic retinopathies, require early detection through precise retinal-layer segmentation in optical coherence tomography images. Existing deep-learning models generalize poorly across devices (domain shifts, noise, and high annotation costs). We propose dual-level pseudo-label learning for segmentation (DPLSeg), an unsupervised segmentation model with a dual-level pseudo-label learning strategy and a hierarchical transformer encoder to enhance feature representation and domain adaptability. Validated on 850 optical coherence tomography images from three devices, DPLSeg achieves a mean intersection over union of 79.9%, surpassing DeepLab (75.2%) and DAFormer, reducing annotation needs by 80% and providing a scalable clinical diagnostic tool.

视网膜疾病,包括近视和糖尿病视网膜病变,需要在光学相干断层扫描图像中通过精确的视网膜层分割来早期发现。现有的深度学习模型在不同设备之间泛化得很差(域移位、噪声和高注释成本)。我们提出了双级伪标签学习分割(DPLSeg),这是一种具有双级伪标签学习策略和分层变压器编码器的无监督分割模型,以增强特征表示和领域适应性。通过对来自三个设备的850张光学相干断层扫描图像进行验证,DPLSeg实现了79.9%的平均交叉联合,超过了DeepLab(75.2%)和DAFormer,将注释需求减少了80%,并提供了可扩展的临床诊断工具。
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引用次数: 0
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Biomedical optics express
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