NSTL国家科技图书文献中心

1. MM-UNet: A Mixed MLP Architecture for Improved Ophthalmic Image Segmentation NSTL国家科技图书文献中心

Zunjie Xiao | Xiaoqing Zhang ... - 《Ophthalmic Medical Image Analysis》 - International Workshop on Ophthalmic Medical Image Analysis | International Conference on Medical Image Computing and Computer Assisted Intervention - 2025, - 63～72 - 共10页

摘要：Ophthalmic image segmentation serves as a | critical foundation for ocular disease diagnosis | . Although fully convolutional neural networks (CNNs) are | commonly employed for segmentation, they are constrained | by inductive biases and face challenges in

关键词： Segmentation | Mixed MLP model | Ophthalmic image

2. VNR-AV: Structural Post-processing for Retinal Arteries and Veins Segmentation NSTL国家科技图书文献中心

Idris Dulau | Benoit Recur ... - 《Ophthalmic Medical Image Analysis》 - International Workshop on Ophthalmic Medical Image Analysis | International Conference on Medical Image Computing and Computer Assisted Intervention - 2025, - 22～31 - 共10页

摘要：The retinal vasculature reveals numerous | health conditions, making the quantitative assessment | of changes in retinal arteries and veins crucial | for disease prevention and management. Quantifying | changes in the retinal vasculature requires segmentation

关键词： Post-processing | Segmentation | Retinal arteries and veins

3. Masked Image Modelling for Retinal OCT Understanding NSTL国家科技图书文献中心

Theodoros Pissas | Pablo Marquez-Neila ... - 《Ophthalmic Medical Image Analysis》 - International Workshop on Ophthalmic Medical Image Analysis | International Conference on Medical Image Computing and Computer Assisted Intervention - 2025, - 115～125 - 共11页

摘要：This work explores the effectiveness of masked | image modelling for learning representations of | retinal OCT images. To this end, we leverage Masked | Autoencoders (MAE), a simple and scalable method for self | -supervised learning, to obtain a powerful and general

关键词： Masked image modelling | Multimodal learning | OCT | IR

4. Coral-CVDs: A Consistent Ordinal Regression Model for Cardiovascular Diseases Grading NSTL国家科技图书文献中心

Zhuangzhi Gao | He Zhao ... - 《Ophthalmic Medical Image Analysis》 - International Workshop on Ophthalmic Medical Image Analysis | International Conference on Medical Image Computing and Computer Assisted Intervention - 2025, - 73～82 - 共10页

摘要：Cardiovascular diseases (CVDs) are the leading | cause of death worldwide, emphasizing the critical | need for early detection to improve treatment | outcomes and prevent severe complications. Changes of the | retina can be used to predict CVDs. Traditional methods

关键词： Ordinal regression | Medical grading | Cardiovascular diseases · color fundus photography and UK biobank

5. Selective Functional Connectivity between Ocular Dominance Columns in the Primary Visual Cortex NSTL国家科技图书文献中心

Iman Aganj | Shahin Nasr - 《Ophthalmic Medical Image Analysis》 - International Workshop on Ophthalmic Medical Image Analysis | International Conference on Medical Image Computing and Computer Assisted Intervention - 2025, - 1～10 - 共10页

摘要：The primary visual cortex (V1) in humans and | many animals is comprised of fine-scale neuronal | ensembles that respond preferentially to the stimulation | of one eye over the other, also known as the ocular | dominance columns (ODCs). Despite its importance in

关键词： Ocular dominance column (ODC) | Primary visual cortex (V1) | Resting-State functional connectivity (rs-FC) | 7T functional MRI

6. Wavelet Deep Learning Network for Objective Retinal Functional Estimation from Multimodal Retinal Imaging NSTL国家科技图书文献中心

An D. Le | Shaden H. Yassin ... - 《Ophthalmic Medical Image Analysis》 - International Workshop on Ophthalmic Medical Image Analysis | International Conference on Medical Image Computing and Computer Assisted Intervention - 2025, - 32～41 - 共10页

摘要：In this study, we proposed a wavelet-based | deep learning network to estimate retinal function | from retinal structure in patients with Retinitis | Pigmentosa. We used macular integrity assessment | microperimetry to measure retinal sensitivities (functional

关键词： Biomedical image processing | Retinal images | Multi-modal | Machine learning | Convolutional neural networks | Residual neural networks | Discrete wavelet transforms

7. Advanced Diabetic Retinopathy Classification: Integrating Pathological Indicators Segmentation and Morphological Feature Analysis NSTL国家科技图书文献中心

Saif Khalid Musluh | Ammar M. Okran ... - 《Ophthalmic Medical Image Analysis》 - International Workshop on Ophthalmic Medical Image Analysis | International Conference on Medical Image Computing and Computer Assisted Intervention - 2025, - 104～114 - 共11页

摘要：Diabetic retinopathy (DR) is a common and | serious complication of diabetes mellitus, often leading | to blindness. Identifying DR stages accurately is | essential for timely and effective treatment. This study | introduces an innovative method to improve DR

关键词： Diabetic retinopathy | Retinal lesions | Fundus images | Deep learning | Morphological biomarkers | Synthetic images

8. Enhancing Community Vision Screening: AI-Driven Retinal Photography for Early Disease Detection and Patient Trust NSTL国家科技图书文献中心

Xiaofeng Lei | Yih-Chung Tham ... - 《Ophthalmic Medical Image Analysis》 - International Workshop on Ophthalmic Medical Image Analysis | International Conference on Medical Image Computing and Computer Assisted Intervention - 2025, - 146～156 - 共11页

摘要：Community vision screening plays a crucial | role in identifying individuals with vision loss and | preventing avoidable blindness, particularly in rural | communities where access to eye care services is limited | . Currently, there is a pressing need for a simple and

关键词： Vision screening | Retinal photography | Pathology-based visual impairment | Eye disease visualization

9. Data Heterogeneity-Aware Personalized Federated Learning for Diagnosis NSTL国家科技图书文献中心

Huiyan Lin | Heng Li ... - 《Ophthalmic Medical Image Analysis》 - International Workshop on Ophthalmic Medical Image Analysis | International Conference on Medical Image Computing and Computer Assisted Intervention - 2025, - 53～62 - 共10页

摘要：Personalized federated learning is an | extension of federated learning that aims to improve | prediction accuracy for diverse clients by tailoring models | to their individual data. However, the inherent | agnosticism of the data across clients poses a challenge in

关键词： Personalized federated learning | Data heterogeneity-aware | Adaptive model initialization | Disease diagnosis

10. Inter-frame Sclera Vessel Rotation Tracking for Toric Intraocular Lens Implantation Navigation NSTL国家科技图书文献中心

Puxun Tu | Meng Xie ... - 《Ophthalmic Medical Image Analysis》 - International Workshop on Ophthalmic Medical Image Analysis | International Conference on Medical Image Computing and Computer Assisted Intervention - 2025, - 42～52 - 共11页

摘要：In refractive cataract surgery, precise | alignment of the toric intraocular lens with the intended | axis of astigmatism is critical, but challenges arise | due to intraoperative eye rotation. While existing | computer-assisted navigation methods primarily address

摘要：Ophthalmic image segmentation serves as a | critical foundation for ocular disease diagnosis | . Although fully convolutional neural networks (CNNs) are | commonly employed for segmentation, they are constrained | by inductive biases and face challenges in

关键词： Segmentation | Mixed MLP model | Ophthalmic image

摘要：The retinal vasculature reveals numerous | health conditions, making the quantitative assessment | of changes in retinal arteries and veins crucial | for disease prevention and management. Quantifying | changes in the retinal vasculature requires segmentation

关键词： Post-processing | Segmentation | Retinal arteries and veins

摘要：This work explores the effectiveness of masked | image modelling for learning representations of | retinal OCT images. To this end, we leverage Masked | Autoencoders (MAE), a simple and scalable method for self | -supervised learning, to obtain a powerful and general

关键词： Masked image modelling | Multimodal learning | OCT | IR

摘要：Cardiovascular diseases (CVDs) are the leading | cause of death worldwide, emphasizing the critical | need for early detection to improve treatment | outcomes and prevent severe complications. Changes of the | retina can be used to predict CVDs. Traditional methods

关键词： Ordinal regression | Medical grading | Cardiovascular diseases · color fundus photography and UK biobank

摘要：The primary visual cortex (V1) in humans and | many animals is comprised of fine-scale neuronal | ensembles that respond preferentially to the stimulation | of one eye over the other, also known as the ocular | dominance columns (ODCs). Despite its importance in

关键词： Ocular dominance column (ODC) | Primary visual cortex (V1) | Resting-State functional connectivity (rs-FC) | 7T functional MRI

摘要：In this study, we proposed a wavelet-based | deep learning network to estimate retinal function | from retinal structure in patients with Retinitis | Pigmentosa. We used macular integrity assessment | microperimetry to measure retinal sensitivities (functional

关键词： Biomedical image processing | Retinal images | Multi-modal | Machine learning | Convolutional neural networks | Residual neural networks | Discrete wavelet transforms

摘要：Diabetic retinopathy (DR) is a common and | serious complication of diabetes mellitus, often leading | to blindness. Identifying DR stages accurately is | essential for timely and effective treatment. This study | introduces an innovative method to improve DR

关键词： Diabetic retinopathy | Retinal lesions | Fundus images | Deep learning | Morphological biomarkers | Synthetic images

摘要：Community vision screening plays a crucial | role in identifying individuals with vision loss and | preventing avoidable blindness, particularly in rural | communities where access to eye care services is limited | . Currently, there is a pressing need for a simple and

关键词： Vision screening | Retinal photography | Pathology-based visual impairment | Eye disease visualization

摘要：Personalized federated learning is an | extension of federated learning that aims to improve | prediction accuracy for diverse clients by tailoring models | to their individual data. However, the inherent | agnosticism of the data across clients poses a challenge in

关键词： Personalized federated learning | Data heterogeneity-aware | Adaptive model initialization | Disease diagnosis

摘要：In refractive cataract surgery, precise | alignment of the toric intraocular lens with the intended | axis of astigmatism is critical, but challenges arise | due to intraoperative eye rotation. While existing | computer-assisted navigation methods primarily address

关键词： Surgical navigation | Cataract surgery | Rotation tracking | Intraocular lens implantation

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