Semi-KAN: KAN Provides an Effective Representation for Semi-Supervised Learning in Medical Image Segmentation
Fuente:
arXiv
Saved in:
| Main Authors: | Ye, Zanting, Niu, Xiaolong, Wu, Xuanbin, Yi, Wenxiang, Chang, Yuan, Lu, Lijun |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
SCKAN: Structural Consensus-based KAN Prototype Learning for Semi-Supervised Pancreas Segmentation
by: Liu, Yuqi, et al.
Published: (2026)
by: Liu, Yuqi, et al.
Published: (2026)
Self is the Best Learner: CT-free Ultra-Low-Dose PET Organ Segmentation via Collaborating Denoising and Segmentation Learning
by: Ye, Zanting, et al.
Published: (2025)
by: Ye, Zanting, et al.
Published: (2025)
FSDA-DG: Improving Cross-Domain Generalizability of Medical Image Segmentation with Few Source Domain Annotations
by: Ye, Zanting, et al.
Published: (2023)
by: Ye, Zanting, et al.
Published: (2023)
Semi-Supervised Medical Image Segmentation via Dual Networks
by: Lu, Yunyao, et al.
Published: (2025)
by: Lu, Yunyao, et al.
Published: (2025)
SemiGDA: Generative Dual-distribution Alignment for Semi-Supervised Medical Image Segmentation
by: Huang, Kaiwen, et al.
Published: (2026)
by: Huang, Kaiwen, et al.
Published: (2026)
BARL: Bilateral Alignment in Representation and Label Spaces for Semi-Supervised Volumetric Medical Image Segmentation
by: Gao, Shujian, et al.
Published: (2025)
by: Gao, Shujian, et al.
Published: (2025)
SemiSAM: Enhancing Semi-Supervised Medical Image Segmentation via SAM-Assisted Consistency Regularization
by: Zhang, Yichi, et al.
Published: (2023)
by: Zhang, Yichi, et al.
Published: (2023)
U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation
by: Li, Chenxin, et al.
Published: (2024)
by: Li, Chenxin, et al.
Published: (2024)
Quality-Guided Semi-Supervised Learning for Medical Image Segmentation
by: Abhishek, Kumar, et al.
Published: (2026)
by: Abhishek, Kumar, et al.
Published: (2026)
Adaptive Mix for Semi-Supervised Medical Image Segmentation
by: Shen, Zhiqiang, et al.
Published: (2024)
by: Shen, Zhiqiang, et al.
Published: (2024)
MedKAN: An Advanced Kolmogorov-Arnold Network for Medical Image Classification
by: Yang, Zhuoqin, et al.
Published: (2025)
by: Yang, Zhuoqin, et al.
Published: (2025)
Learning Semi-Supervised Medical Image Segmentation from Spatial Registration
by: Liu, Qianying, et al.
Published: (2024)
by: Liu, Qianying, et al.
Published: (2024)
SemiSAM+: Rethinking Semi-Supervised Medical Image Segmentation in the Era of Foundation Models
by: Zhang, Yichi, et al.
Published: (2025)
by: Zhang, Yichi, et al.
Published: (2025)
SegKAN: High-Resolution Medical Image Segmentation with Long-Distance Dependencies
by: Tan, Shengbo, et al.
Published: (2024)
by: Tan, Shengbo, et al.
Published: (2024)
KAN-Mamba FusionNet: Redefining Medical Image Segmentation with Non-Linear Modeling
by: Agrawal, Akansh, et al.
Published: (2024)
by: Agrawal, Akansh, et al.
Published: (2024)
Semi-Supervised Multi-Modal Medical Image Segmentation for Complex Situations
by: Meng, Dongdong, et al.
Published: (2025)
by: Meng, Dongdong, et al.
Published: (2025)
Semi-MedRef: Semi-Supervised Medical Referring Image Segmentation with Cross-Modal Alignment
by: Li, Yuchen, et al.
Published: (2026)
by: Li, Yuchen, et al.
Published: (2026)
KANDU-Net:A Dual-Channel U-Net with KAN for Medical Image Segmentation
by: Fang, Chenglin, et al.
Published: (2024)
by: Fang, Chenglin, et al.
Published: (2024)
Learning KAN-based Implicit Neural Representations for Deformable Image Registration
by: Drozdov, Nikita, et al.
Published: (2025)
by: Drozdov, Nikita, et al.
Published: (2025)
Universal Semi-Supervised Learning for Medical Image Classification
by: Ju, Lie, et al.
Published: (2023)
by: Ju, Lie, et al.
Published: (2023)
Adaptive Bidirectional Displacement for Semi-Supervised Medical Image Segmentation
by: Chi, Hanyang, et al.
Published: (2024)
by: Chi, Hanyang, et al.
Published: (2024)
TransUKAN:Computing-Efficient Hybrid KAN-Transformer for Enhanced Medical Image Segmentation
by: Wu, Yanlin, et al.
Published: (2024)
by: Wu, Yanlin, et al.
Published: (2024)
Semantic Class Distribution Learning for Debiasing Semi-Supervised Medical Image Segmentation
by: Su, Yingxue, et al.
Published: (2026)
by: Su, Yingxue, et al.
Published: (2026)
Bidirectional Uncertainty-Aware Region Learning for Semi-Supervised Medical Image Segmentation
by: Zhou, Shiwei, et al.
Published: (2025)
by: Zhou, Shiwei, 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)
by: Huang, Bohan, et al.
Published: (2025)
TK-Mamba: Marrying KAN With Mamba for Text-Driven 3D Medical Image Segmentation
by: Yang, Haoyu, et al.
Published: (2025)
by: Yang, Haoyu, et al.
Published: (2025)
Light-ResKAN: A Parameter-Sharing Lightweight KAN with Gram Polynomials for Efficient SAR Image Recognition
by: Yi, Pan, et al.
Published: (2026)
by: Yi, Pan, et al.
Published: (2026)
Endo-SemiS: Towards Robust Semi-Supervised Image Segmentation for Endoscopic Video
by: Li, Hao, et al.
Published: (2025)
by: Li, Hao, et al.
Published: (2025)
MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image Segmentation
by: Zhu, Hancan, et al.
Published: (2025)
by: Zhu, Hancan, et al.
Published: (2025)
Progressive Uncertainty-Guided Evidential U-KAN for Trustworthy Medical Image Segmentation
by: Yang, Zhen, et al.
Published: (2025)
by: Yang, Zhen, et al.
Published: (2025)
Enhancing Dual Network Based Semi-Supervised Medical Image Segmentation with Uncertainty-Guided Pseudo-Labeling
by: Lu, Yunyao, et al.
Published: (2025)
by: Lu, Yunyao, et al.
Published: (2025)
Medical Image Classification with KAN-Integrated Transformers and Dilated Neighborhood Attention
by: Manzari, Omid Nejati, et al.
Published: (2025)
by: Manzari, Omid Nejati, et al.
Published: (2025)
A SAM-guided and Match-based Semi-Supervised Segmentation Framework for Medical Imaging
by: Xu, Guoping, et al.
Published: (2024)
by: Xu, Guoping, et al.
Published: (2024)
CAD: Confidence-Aware Adaptive Displacement for Semi-Supervised Medical Image Segmentation
by: Xiao, Wenbo, et al.
Published: (2025)
by: Xiao, Wenbo, et al.
Published: (2025)
Bidirectional Channel-selective Semantic Interaction for Semi-Supervised Medical Segmentation
by: Huang, Kaiwen, et al.
Published: (2026)
by: Huang, Kaiwen, et al.
Published: (2026)
Demystifying KAN for Vision Tasks: The RepKAN Approach
by: Cheon, Minjong
Published: (2026)
by: Cheon, Minjong
Published: (2026)
Multiscale Switch for Semi-Supervised and Contrastive Learning in Medical Ultrasound Image Segmentation
by: Qu, Jingguo, et al.
Published: (2026)
by: Qu, Jingguo, et al.
Published: (2026)
AdvMIM: Adversarial Masked Image Modeling for Semi-Supervised Medical Image Segmentation
by: Zhu, Lei, et al.
Published: (2025)
by: Zhu, Lei, et al.
Published: (2025)
Diverse Teaching and Label Propagation for Generic Semi-Supervised Medical Image Segmentation
by: Li, Wei, et al.
Published: (2025)
by: Li, Wei, et al.
Published: (2025)
SRA-Seg: Synthetic to Real Alignment for Semi-Supervised Medical Image Segmentation
by: Aranya, OFM Riaz Rahman, et al.
Published: (2026)
by: Aranya, OFM Riaz Rahman, et al.
Published: (2026)
Similar Items
-
SCKAN: Structural Consensus-based KAN Prototype Learning for Semi-Supervised Pancreas Segmentation
by: Liu, Yuqi, et al.
Published: (2026) -
Self is the Best Learner: CT-free Ultra-Low-Dose PET Organ Segmentation via Collaborating Denoising and Segmentation Learning
by: Ye, Zanting, et al.
Published: (2025) -
FSDA-DG: Improving Cross-Domain Generalizability of Medical Image Segmentation with Few Source Domain Annotations
by: Ye, Zanting, et al.
Published: (2023) -
Semi-Supervised Medical Image Segmentation via Dual Networks
by: Lu, Yunyao, et al.
Published: (2025) -
SemiGDA: Generative Dual-distribution Alignment for Semi-Supervised Medical Image Segmentation
by: Huang, Kaiwen, et al.
Published: (2026)