Cover Image

LM-Net: A Light-weight and Multi-scale Network for Medical Image Segmentation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Lu, Zhenkun, She, Chaoyin, Wang, Wei, Huang, Qinghua
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

EchoVLM: Dynamic Mixture-of-Experts Vision-Language Model for Universal Ultrasound Intelligence
by: She, Chaoyin, et al.
Published: (2025)

U-MAN: U-Net with Multi-scale Adaptive KAN Network for Medical Image Segmentation
by: Huang, Bohan, et al.
Published: (2025)

M$^{2}$SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image Segmentation
by: Zhao, Xiaoqi, et al.
Published: (2023)

A Retrospective Systematic Study on Hierarchical Sparse Query Transformer-assisted Ultrasound Screening for Early Hepatocellular Carcinoma
by: She, Chaoyin, et al.
Published: (2025)

MSLAU-Net: A Hybrid CNN-Transformer Network for Medical Image Segmentation
by: Lan, Libin, et al.
Published: (2025)

MSA$^2$Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation
by: Kolahi, Sina Ghorbani, et al.
Published: (2024)

BRAU-Net++: U-Shaped Hybrid CNN-Transformer Network for Medical Image Segmentation
by: Lan, Libin, et al.
Published: (2024)

LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image Segmentation
by: Sun, Songkai, et al.
Published: (2024)

Med-2D SegNet: A Light Weight Deep Neural Network for Medical 2D Image Segmentation
by: Sabrin, Lameya, et al.
Published: (2025)

PMFSNet: Polarized Multi-scale Feature Self-attention Network For Lightweight Medical Image Segmentation
by: Zhong, Jiahui, et al.
Published: (2024)

PCA-Enhanced Probabilistic U-Net for Effective Ambiguous Medical Image Segmentation
by: Li, Xiangyu, et al.
Published: (2026)

UHR-Net: An Uncertainty-Aware Hypergraph Refinement Network for Medical Image Segmentation
by: Cheng, Shuokun, et al.
Published: (2026)

TAMISeg: Text-Aligned Multi-scale Medical Image Segmentation with Semantic Encoder Distillation
by: Gao, Qiang, et al.
Published: (2026)

LMS-Net: A Learned Mumford-Shah Network For Few-Shot Medical Image Segmentation
by: Zhang, Shengdong, et al.
Published: (2025)

Y-CA-Net: A Convolutional Attention Based Network for Volumetric Medical Image Segmentation
by: Sharif, Muhammad Hamza, et al.
Published: (2024)

I-MedSAM: Implicit Medical Image Segmentation with Segment Anything
by: Wei, Xiaobao, et al.
Published: (2023)

DS$^2$Net: Detail-Semantic Deep Supervision Network for Medical Image Segmentation
by: Huang, Zhaohong, et al.
Published: (2025)

DMAF-Net: An Effective Modality Rebalancing Framework for Incomplete Multi-Modal Medical Image Segmentation
by: Lan, Libin, et al.
Published: (2025)

Semi-Supervised Medical Image Segmentation via Dual Networks
by: Lu, Yunyao, et al.
Published: (2025)

MGFI-Net: A Multi-Grained Feature Integration Network for Enhanced Medical Image Segmentation
by: Zeng, Yucheng
Published: (2025)

EM-Net: Efficient Channel and Frequency Learning with Mamba for 3D Medical Image Segmentation
by: Chang, Ao, et al.
Published: (2024)

Multi-dimension Transformer with Attention-based Filtering for Medical Image Segmentation
by: Wang, Wentao, et al.
Published: (2024)

PL-Net: Progressive Learning Network for Medical Image Segmentation
by: Mao, Kunpeng, et al.
Published: (2021)

Dcl-Net: Dual Contrastive Learning Network for Semi-Supervised Multi-Organ Segmentation
by: Wen, Lu, et al.
Published: (2024)

MultiRetNet: A Multimodal Vision Model and Deferral System for Staging Diabetic Retinopathy
by: She, Jeannie, et al.
Published: (2025)

Multi-rater Prompting for Ambiguous Medical Image Segmentation
by: Wang, Jinhong, et al.
Published: (2024)

PMR-Net: Parallel Multi-Resolution Encoder-Decoder Network Framework for Medical Image Segmentation
by: Du, Xiaogang, et al.
Published: (2024)

Frequency-domain Multi-modal Fusion for Language-guided Medical Image Segmentation
by: Yu, Bo, et al.
Published: (2025)

CMSA-Net: Causal Multi-scale Aggregation with Adaptive Multi-source Reference for Video Polyp Segmentation
by: Wang, Tong, et al.
Published: (2026)

MambaVesselNet++: A Hybrid CNN-Mamba Architecture for Medical Image Segmentation
by: Xu, Qing, et al.
Published: (2025)

LSU-Net: Lightweight Automatic Organs Segmentation Network For Medical Images
by: Ding, Yujie, et al.
Published: (2025)

CMU-Net: A Strong ConvMixer-based Medical Ultrasound Image Segmentation Network
by: Tang, Fenghe, et al.
Published: (2022)

SCRNet: Spatial-Channel Regulation Network for Medical Ultrasound Image Segmentation
by: Xu, Weixin, et al.
Published: (2025)

Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation
by: Wu, Junde, et al.
Published: (2023)

Multi-view Aggregation Network for Dichotomous Image Segmentation
by: Yu, Qian, et al.
Published: (2024)

FusionLungNet: Multi-scale Fusion Convolution with Refinement Network for Lung CT Image Segmentation
by: Rezvani, Sadjad, et al.
Published: (2024)

Graph-Based Multi-Modal Light-weight Network for Adaptive Brain Tumor Segmentation
by: Huo, Guohao, et al.
Published: (2025)

PBE-UNet: A light weight Progressive Boundary-Enhanced U-Net with Scale-Aware Aggregation for Ultrasound Image Segmentation
by: Wang, Chen, et al.
Published: (2026)

HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation
by: Huang, Xiaofei, et al.
Published: (2023)

Diversified and Personalized Multi-rater Medical Image Segmentation
by: Wu, Yicheng, et al.
Published: (2024)