MSLI-Net: retinal disease detection network based on multi-segment localization and multi-scale interaction

MSLI-Net: retinal disease detection network based on multi-segment localization and multi-scale interaction

BackgroundThe retina plays a critical role in visual perception, yet lesions affecting it can lead to severe and irreversible visual impairment. Consequently, early diagnosis and precise identification of these retinal lesions are essential for slowing disease progression. Optical coherence tomograp...

Full description

Saved in:

Bibliographic Details
Main Authors:	Zhenjia Qi, Jin Hong, Jilan Cheng, Guoli Long, Hanyu Wang, Siyue Li, Shuangliang Cao
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2025-06-01
Series:	Frontiers in Cell and Developmental Biology
Subjects:	retinal disease detection multi-scale feature fusion lesion localization wavelet transform noise suppression
Online Access:	https://www.frontiersin.org/articles/10.3389/fcell.2025.1608325/full
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

DAF-UNet: Deformable U-Net with Atrous-Convolution Feature Pyramid for Retinal Vessel Segmentation
by: Yongchao Duan, et al.
Published: (2025-04-01)

VDMNet: A Deep Learning Framework with Vessel Dynamic Convolution and Multi-Scale Fusion for Retinal Vessel Segmentation
by: Guiwen Xu, et al.
Published: (2024-11-01)

WDM-UNet: A Wavelet-Deformable Gated Fusion Network for Multi-Scale Retinal Vessel Segmentation
by: Xinlong Li, et al.
Published: (2025-08-01)

MDEU-Net: Medical Image Segmentation Network Based on Multi-Head Multi-Scale Cross-Axis
by: Shengxian Yan, et al.
Published: (2025-05-01)

UGS-M3F: unified gated swin transformer with multi-feature fully fusion for retinal blood vessel segmentation
by: Ibtissam Bakkouri, et al.
Published: (2025-03-01)

MFN: Multi-Scale Frequency Feature Fusion Network for Multi-Classification Image Segmentation
by: Ji Xiao, et al.
Published: (2025-01-01)

AdaptiveSwin-CNN: Adaptive Swin-CNN Framework with Self-Attention Fusion for Robust Multi-Class Retinal Disease Diagnosis
by: Imran Qureshi
Published: (2025-02-01)

RetinalVasNet: a deep learning approach for robust retinal microvasculature detection
by: Zhaomin Yao, et al.
Published: (2025-08-01)

A multi-modal multi-branch framework for retinal vessel segmentation using ultra-widefield fundus photographs
by: Qihang Xie, et al.
Published: (2025-01-01)

WT-HMFF: Wavelet Transform Convolution and Hierarchical Multi-Scale Feature Fusion Network for Detecting Infrared Small Targets
by: Siyu Li, et al.
Published: (2025-07-01)

MA-DenseUNet: A Skin Lesion Segmentation Method Based on Multi-Scale Attention and Bidirectional LSTM
by: Wenbo Huang, et al.
Published: (2025-06-01)

MFPI-Net: A Multi-Scale Feature Perception and Interaction Network for Semantic Segmentation of Urban Remote Sensing Images
by: Xiaofei Song, et al.
Published: (2025-07-01)

EMFF-Net: Edge-Enhancement Multi-Scale Feature Fusion Network
by: Xuhui Guan, et al.
Published: (2025-01-01)

A Lightweight Multi-Frequency Feature Fusion Network with Efficient Attention for Breast Tumor Classification in Pathology Images
by: Hailong Chen, et al.
Published: (2025-07-01)

YOLO-SSFA: A Lightweight Real-Time Infrared Detection Method for Small Targets
by: Yuchi Wang, et al.
Published: (2025-07-01)

VMC-Net: multi-scale feature aggregation and distribution with contextual attention guided fusion for aerial object detection
by: Haodong Li, et al.
Published: (2025-06-01)

Liver segmentation network based on detail enhancement and multi-scale feature fusion
by: Lu Tinglan, et al.
Published: (2025-01-01)

MSM-TDE: multi-scale semantics mining and tiny details enhancement network for retinal vessel segmentation
by: Hongbin Zhang, et al.
Published: (2025-01-01)

ALPD-Net: a wild licorice detection network based on UAV imagery
by: Jing Yang, et al.
Published: (2025-07-01)

SAFH-Net: A Hybrid Network With Shuffle Attention and Adaptive Feature Fusion for Enhanced Retinal Vessel Segmentation
by: Yang Zhou Ling Ou, et al.
Published: (2025-01-01)

WaveAttention-ResNet: a deep learning-based intelligent diagnostic model for the auxiliary diagnosis of multiple retinal diseases
by: Biao Guo, et al.
Published: (2025-07-01)

MHS-Net: A multi-scale heterogeneous synergistic network for single image deraining
by: Lingfeng Yuan, et al.
Published: (2025-09-01)

Identification of rice leaf disease based on DepMulti-Net
by: Kui Hu, et al.
Published: (2025-03-01)

DB-Net: A Dual-Branch Hybrid Network for Stroke Lesion Segmentation on Non-Contrast CT Images
by: Xiao Jia, et al.
Published: (2025-01-01)

AFN-Net: Adaptive Fusion Nucleus Segmentation Network Based on Multi-Level U-Net
by: Ming Zhao, et al.
Published: (2025-01-01)

ETAFHrNet: A Transformer-Based Multi-Scale Network for Asymmetric Pavement Crack Segmentation
by: Chao Tan, et al.
Published: (2025-05-01)

Agricultural Text Classification Method Based on ERNIE 2.0 and Multi-Feature Dynamic Fusion
by: Xuliang Duan, et al.
Published: (2025-01-01)

MSU-Net: A Synthesized U-Net for Exploiting Multi-Scale Features in OCT Image Segmentation
by: Dejie Chen, et al.
Published: (2025-01-01)

AlgaeClass_Net: Optimizing Few-Shot Marine Microalgae Classification With Multi-Scale Feature Enhancement Network
by: Dan Liu, et al.
Published: (2025-01-01)

Mamba-UAV-SegNet: A Multi-Scale Adaptive Feature Fusion Network for Real-Time Semantic Segmentation of UAV Aerial Imagery
by: Longyang Huang, et al.
Published: (2024-11-01)

MT-SCnet: multi-scale token divided and spatial-channel fusion transformer network for microscopic hyperspectral image segmentation
by: Xueying Cao, et al.
Published: (2024-12-01)

Liver Semantic Segmentation Method Based on Multi-Channel Feature Extraction and Cross Fusion
by: Chenghao Zhang, et al.
Published: (2025-06-01)

M<sup>2</sup>UNet: Multi-Scale Feature Acquisition and Multi-Input Edge Supplement Based on UNet for Efficient Segmentation of Breast Tumor in Ultrasound Images
by: Lin Pan, et al.
Published: (2025-04-01)

A novel method for optimizing epilepsy detection features through multi-domain feature fusion and selection
by: Guanqing Kong, et al.
Published: (2024-11-01)

Landslide Segmentation in High-Resolution Remote Sensing Images: The Van–UPerAttnSeg Framework with Multi-Scale Feature Enhancement
by: Chang Li, et al.
Published: (2025-04-01)

AFNE-Net: Semantic Segmentation of Remote Sensing Images via Attention-Based Feature Fusion and Neighborhood Feature Enhancement
by: Ke Li, et al.
Published: (2025-07-01)

Confident Learning-Based Label Correction for Retinal Image Segmentation
by: Tanatorn Pethmunee, et al.
Published: (2025-07-01)

SWMD-YOLO: A Lightweight Model for Tomato Detection in Greenhouse Environments
by: Quan Wang, et al.
Published: (2025-06-01)

Research on CNC Machine Tool Spindle Fault Diagnosis Method Based on DRSN–GCE Model
by: Xiaoxu Li, et al.
Published: (2025-05-01)

Multi-focus Image Fusion Based on Non-subsampled Discrete Wavelet Transform
by: GUO Ling-xin, et al.
Published: (2018-02-01)