Cover Image

RL-U$^2$Net: A Dual-Branch UNet with Reinforcement Learning-Assisted Multimodal Feature Fusion for Accurate 3D Whole-Heart Segmentation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Qu, Jierui, Zhao, Jianchun
Format:	Preprint
Published:	2025
Subjects:	Image and Video Processing Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Rel-UNet: Reliable Tumor Segmentation via Uncertainty Quantification in nnU-Net
by: Ziaee, Seyed Sina, et al.
Published: (2025)

DBF-Net: A Dual-Branch Network with Feature Fusion for Ultrasound Image Segmentation
by: Xu, Guoping, et al.
Published: (2024)

Transforming Heart Chamber Imaging: Self-Supervised Learning for Whole Heart Reconstruction and Segmentation
by: Qayyum, Abdul, et al.
Published: (2024)

GASA-UNet: Global Axial Self-Attention U-Net for 3D Medical Image Segmentation
by: Sun, Chengkun, et al.
Published: (2024)

UNet-3D with Adaptive TverskyCE Loss for Pancreas Medical Image Segmentation
by: Zhang, Xubei, et al.
Published: (2025)

Dual channel CW nnU-Net for 3D PET-CT Lesion Segmentation in 2024 autoPET III Challenge
by: Wang, Ching-Wei, et al.
Published: (2024)

EDU-Net: Retinal Pathological Fluid Segmentation in OCT Images with Multiscale Feature Fusion and Boundary Optimization
by: Lei, Zijun, et al.
Published: (2026)

LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation
by: Liao, Weibin, et al.
Published: (2024)

Autopet Challenge 2023: nnUNet-based whole-body 3D PET-CT Tumour Segmentation
by: Alloula, Anissa, et al.
Published: (2023)

CDSE-UNet: Enhancing COVID-19 CT Image Segmentation with Canny Edge Detection and Dual-Path SENet Feature Fusion
by: Ding, Jiao, et al.
Published: (2024)

UNet--: Memory-Efficient and Feature-Enhanced Network Architecture based on U-Net with Reduced Skip-Connections
by: Yin, Lingxiao, et al.
Published: (2024)

CATFA-Net: A Trans-Convolutional Approach for Accurate Medical Image Segmentation
by: Mallick, Siddhartha, et al.
Published: (2026)

Dual Agreement Consistency Learning with Foundation Models for Semi-Supervised Fetal Heart Ultrasound Segmentation and Diagnosis
by: Wang, Fangyijie, et al.
Published: (2026)

Attention-ResUNet and EfficientSASM-UNet: UNet based frameworks for Lung and Nodule segmentation
by: Abdullah, Muhammad, et al.
Published: (2025)

HES-UNet: A U-Net for Hepatic Echinococcosis Lesion Segmentation
by: Chen, Jiayan, et al.
Published: (2024)

SegImgNet: Segmentation-Guided Dual-Branch Network for Retinal Disease Diagnoses
by: Luo, Xinwei, et al.
Published: (2025)

DARCS: Memory-Efficient Deep Compressed Sensing Reconstruction for Acceleration of 3D Whole-Heart Coronary MR Angiography
by: Xue, Zhihao, et al.
Published: (2024)

Airway Tree Modeling Using Dual-channel 3D UNet 3+ with Vesselness Prior
by: Chien, Hsiang-Chin, et al.
Published: (2022)

Segmenting Medical Images: From UNet to Res-UNet and nnUNet
by: Huang, Lina, et al.
Published: (2024)

Hybridization of Attention UNet with Repeated Atrous Spatial Pyramid Pooling for Improved Brain Tumour Segmentation
by: Chowdhury, Satyaki Roy, et al.
Published: (2025)

Rethinking the Nested U-Net Approach: Enhancing Biomarker Segmentation with Attention Mechanisms and Multiscale Feature Fusion
by: Wazir, Saad, et al.
Published: (2025)

3D SA-UNet: 3D Spatial Attention UNet with 3D Atrous Spatial Pyramid Pooling for White Matter Hyperintensities Segmentation
by: Guo, Changlu
Published: (2023)

DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image Segmentation
by: Sun, Guanqun, et al.
Published: (2023)

Dual Attention Residual U-Net for Accurate Brain Ultrasound Segmentation in IVH Detection
by: Yuan, Dan, et al.
Published: (2025)

Feature Compression for Cloud-Edge Multimodal 3D Object Detection
by: Tian, Chongzhen, et al.
Published: (2024)

D-Net: Dynamic Large Kernel with Dynamic Feature Fusion for Volumetric Medical Image Segmentation
by: Yang, Jin, et al.
Published: (2024)

Prompt-Guided Dual-Path UNet with Mamba for Medical Image Segmentation
by: Zhang, Shaolei, et al.
Published: (2025)

MM-UNet: Meta Mamba UNet for Medical Image Segmentation
by: Xie, Bin, et al.
Published: (2025)

VM-UNet: Vision Mamba UNet for Medical Image Segmentation
by: Ruan, Jiacheng, et al.
Published: (2024)

ScaleFusionNet: Transformer-Guided Multi-Scale Feature Fusion for Skin Lesion Segmentation
by: Qamar, Saqib, et al.
Published: (2025)

TransUNet-GradCAM: A Hybrid Transformer-U-Net with Self-Attention and Explainable Visualizations for Foot Ulcer Segmentation
by: Asare, Akwasi, et al.
Published: (2025)

SelfReg-UNet: Self-Regularized UNet for Medical Image Segmentation
by: Zhu, Wenhui, et al.
Published: (2024)

TSUBF-Net: Trans-Spatial UNet-like Network with Bi-direction Fusion for Segmentation of Adenoid Hypertrophy in CT
by: Zhou, Rulin, et al.
Published: (2024)

Multimodal Fusion of Skeleton Dynamics and Clinical Gait Features for Video-Based Cerebral Palsy Severity Assessment
by: Yang, Kaiyuan, et al.
Published: (2026)

KANDU-Net:A Dual-Channel U-Net with KAN for Medical Image Segmentation
by: Fang, Chenglin, et al.
Published: (2024)

Neuro-TransUNet: Segmentation of stroke lesion in MRI using transformers
by: Nouman, Muhammad, et al.
Published: (2024)

Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation
by: Wang, Ziyang, et al.
Published: (2024)

CSWin-UNet: Transformer UNet with Cross-Shaped Windows for Medical Image Segmentation
by: Liu, Xiao, et al.
Published: (2024)

3D-TransUNet for Brain Metastases Segmentation in the BraTS2023 Challenge
by: Yang, Siwei, et al.
Published: (2024)

D2Diff : A Dual Domain Diffusion Model for Accurate Multi-Contrast MRI Synthesis
by: Dayarathna, Sanuwani, et al.
Published: (2025)