MLFINet: A multi-level feature interaction 3D medical image segmentation network

C Liao, X Gou, K Polat, J Zhou, Y Lin - Neurocomputing, 2025 - Elsevier
Accurate identification of brain tumors using magnetic resonance imaging (MRI) is crucial for
clinical decision-making and surgery planning. However, it is a challenging task due to the …

RAMIS: Increasing robustness and accuracy in medical image segmentation with hybrid CNN-transformer synergy

J Gu, F Tian, IS Oh - Neurocomputing, 2024 - Elsevier
Hybrid architectures based on Convolutional Neural Network (CNN) and Vision Transformer
(ViT) have become an important research direction in medical image segmentation in recent …

Advancing Retinal Vessel Segmentation with Diversified Deep Convolutional Neural Networks

TA Tani, J Tešić - IEEE Access, 2024 - ieeexplore.ieee.org
Retinal vessel segmentation is crucial for the diagnosis and monitoring of ophthalmic
illnesses. Deep learning algorithms have been extensively utilized in automated …

Fundus vessel structure segmentation based on Bel-Hat transformation

RS Nandy, RK Chatterjee, A Das - Microsystem Technologies, 2024 - Springer
Retinal diseases such as Diabetic Retinopathy (DR), Hypertensive Retinopathy (HR),
different types of Occlusions, etc., are associated with the deformity observed in the Retinal …

深度学习的视网膜血管分割研究综述.

汪有崧, 裴峻鹏, 李增辉, 王伟 - Journal of Frontiers of …, 2024 - search.ebscohost.com
视网膜眼底图像的分割结果可为糖尿病视网膜病变, 青光眼和年龄相关性黄斑病等眼科疾病的
诊断提供辅助. 通过准确分割视网膜血管, 医生能够更好地了解患者眼部状况, 为诊断 …

Automated Recognition of Optic Disc and Blood Vessels in Diabetic Fundoscopy Images Using Real-Time Image Analysis

K Li, WB Chen, Y Lu, X Wang… - 2024 IEEE 7th …, 2024 - ieeexplore.ieee.org
Diabetic retinopathy (DR) is a sight-threatening condition associated with diabetes,
characterized by damage to the retinal blood vessels. Key to the automation of DR staging is …

MGB-Unet: An Improved Multiscale Unet with Bottleneck Transformer for Myositis Segmentation from Ultrasound Images

A Hussein, S Youssef, MA Ahmed… - Journal of Imaging …, 2024 - Springer
Myositis is the inflammation of the muscles that can arise from various sources with diverse
symptoms and require different treatments. For treatment to achieve optimal results, it is …

DUF-Net: A Retinal Vessel Segmentation Method Integrating Global and Local Features with Skeleton Fitting Assistance.

X Xu, R Lin, J Chen, H He - International Journal of …, 2024 - search.ebscohost.com
Assisted evaluation through retinal vessel segmentation facilitates the early prevention and
diagnosis of retinal lesions. To address the scarcity of medical samples, current research …

Comprehensive Review on Application of Attention Mechanism in Retinal Vessel Segmentation.

PEI Junpeng, W Yousong… - Journal of Computer …, 2024 - search.ebscohost.com
Automatic segmentation of retinal vessels plays an important role in computer-aided
diagnosis of ophthalmology and cardiovascular diseases. Attention mechanism can improve …

ERBVS: Enhanced Retinal Blood Vessel Segmentation using Multiple Modalities and Attention Mechanisms with Adversarial Training and Ensemble Deep Learning …

KU Thool - 2024 - researchsquare.com
It would, therefore, require highly advanced prediction tools to enhance early diagnosis and
preemptive mechanisms for all these burgeoning diseases. Fast and correct disease …