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U-KAN Makes Strong Backbone for Medical Image Segmentation and
  Generation

U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation

5 June 2024
Chenxin Li
Xinyu Liu
W. J. Li
Cheng Wang
Hengyu Liu
Yifan Liu
Zhen Chen
Yixuan Yuan
    MedIm
    DiffM
    SSeg
ArXivPDFHTML

Papers citing "U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation"

50 / 72 papers shown
Title
iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network
iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network
Ziran Liang
Rui An
Wenqi Fan
Yanghui Rao
Yuxuan Liang
AI4TS
50
0
0
23 Apr 2025
SuperCL: Superpixel Guided Contrastive Learning for Medical Image Segmentation Pre-training
SuperCL: Superpixel Guided Contrastive Learning for Medical Image Segmentation Pre-training
Shuang Zeng
Lei Zhu
Xinliang Zhang
Hangzhou He
Yanye Lu
VLM
42
0
0
20 Apr 2025
KAN or MLP? Point Cloud Shows the Way Forward
KAN or MLP? Point Cloud Shows the Way Forward
Yan Shi
Qingdong He
Yijun Liu
Xiaoyu Liu
Jingyong Su
3DPC
35
0
0
18 Apr 2025
HRMedSeg: Unlocking High-resolution Medical Image segmentation via Memory-efficient Attention Modeling
HRMedSeg: Unlocking High-resolution Medical Image segmentation via Memory-efficient Attention Modeling
Qing Xu
Zhenye Lou
Chenxin Li
Xiangjian He
Rong Qu
Tesema Fiseha Berhanu
Yi Wang
Wenting Duan
Zhen Chen
MedIm
33
0
0
08 Apr 2025
Physics-informed KAN PointNet: Deep learning for simultaneous solutions to inverse problems in incompressible flow on numerous irregular geometries
Physics-informed KAN PointNet: Deep learning for simultaneous solutions to inverse problems in incompressible flow on numerous irregular geometries
Ali Kashefi
T. Mukerji
3DPC
PINN
52
0
0
08 Apr 2025
Performance Analysis of Deep Learning Models for Femur Segmentation in MRI Scan
Performance Analysis of Deep Learning Models for Femur Segmentation in MRI Scan
Mengyuan Liu
Yixiao Chen
Anning Tian
Xinmeng Wu
Mozhi Shen
Tianchou Gong
Jeongkyu Lee
MedIm
30
0
0
05 Apr 2025
Prompt-Guided Dual-Path UNet with Mamba for Medical Image Segmentation
Prompt-Guided Dual-Path UNet with Mamba for Medical Image Segmentation
Shaolei Zhang
Jinyan Liu
Tianyi Qian
Xuesong Li
Mamba
48
0
0
25 Mar 2025
Semi-KAN: KAN Provides an Effective Representation for Semi-Supervised Learning in Medical Image Segmentation
Semi-KAN: KAN Provides an Effective Representation for Semi-Supervised Learning in Medical Image Segmentation
Zanting Ye
Xiaolong Niu
Xuanbin Wu
Wenxiang Yi
Yuan Chang
Lijun Lu
45
0
0
19 Mar 2025
AF-KAN: Activation Function-Based Kolmogorov-Arnold Networks for Efficient Representation Learning
Hoang-Thang Ta
Anh Tran
57
0
0
08 Mar 2025
Exploring Adversarial Transferability between Kolmogorov-arnold Networks
Exploring Adversarial Transferability between Kolmogorov-arnold Networks
Songping Wang
Xinquan Yue
Yueming Lyu
Caifeng Shan
AAML
71
1
0
08 Mar 2025
Fast and Accurate Gigapixel Pathological Image Classification with Hierarchical Distillation Multi-Instance Learning
Fast and Accurate Gigapixel Pathological Image Classification with Hierarchical Distillation Multi-Instance Learning
Jiuyang Dong
Junjun Jiang
Kui Jiang
Jiahan Li
Yongbing Zhang
45
0
0
28 Feb 2025
DiffKAN-Inpainting: KAN-based Diffusion model for brain tumor inpainting
DiffKAN-Inpainting: KAN-based Diffusion model for brain tumor inpainting
Tianli Tao
Ziyang Wang
Han Zhang
Theodoros N. Arvanitis
Le Zhang
DiffM
MedIm
48
0
0
24 Feb 2025
Low Tensor-Rank Adaptation of Kolmogorov--Arnold Networks
Low Tensor-Rank Adaptation of Kolmogorov--Arnold Networks
Yihang Gao
Michael K. Ng
Vincent Y. F. Tan
77
0
0
17 Feb 2025
MatrixKAN: Parallelized Kolmogorov-Arnold Network
MatrixKAN: Parallelized Kolmogorov-Arnold Network
Cale Coffman
Lizhong Chen
85
0
0
11 Feb 2025
Kolmogorov Arnold Neural Interpolator for Downscaling and Correcting Meteorological Fields from In-Situ Observations
Kolmogorov Arnold Neural Interpolator for Downscaling and Correcting Meteorological Fields from In-Situ Observations
Zili Liu
Hao Chen
Junlin Wu
Wenyuan Li
Zhengxia Zou
Zhenwei Shi
48
1
0
24 Jan 2025
Free-Knots Kolmogorov-Arnold Network: On the Analysis of Spline Knots and Advancing Stability
Free-Knots Kolmogorov-Arnold Network: On the Analysis of Spline Knots and Advancing Stability
L. Zheng
W. Zhang
Lin Yue
Miao Xu
Olaf Maennel
Weitong Chen
57
1
0
17 Jan 2025
Kolmogorov-Arnold Network for Remote Sensing Image Semantic Segmentation
Kolmogorov-Arnold Network for Remote Sensing Image Semantic Segmentation
Xianping Ma
Ziyao Wang
Yin Hu
Xiaokang Zhang
Man-On Pun
46
0
0
13 Jan 2025
Circuit Complexity Bounds for Visual Autoregressive Model
Circuit Complexity Bounds for Visual Autoregressive Model
Yekun Ke
Xiaoyu Li
Yingyu Liang
Zhenmei Shi
Zhao-quan Song
45
5
0
08 Jan 2025
LWFNet: Coherent Doppler Wind Lidar-Based Network for Wind Field Retrieval
R. Tao
Chong Wang
Hao Chen
Mingjiao Jia
Xiang Shang
...
Yanyu Lu
Yanfeng Huo
Junlin Wu
Xianghui Xue
Xiankang Dou
38
0
0
05 Jan 2025
KM-UNet KAN Mamba UNet for medical image segmentation
Yibo Zhang
Mamba
39
0
0
05 Jan 2025
KAE: Kolmogorov-Arnold Auto-Encoder for Representation Learning
Fangchen Yu
Ruilizhen Hu
Yidong Lin
Yuqi Ma
Zhenghao Huang
Wenye Li
37
0
0
03 Jan 2025
KAN-Mamba FusionNet: Redefining Medical Image Segmentation with
  Non-Linear Modeling
KAN-Mamba FusionNet: Redefining Medical Image Segmentation with Non-Linear Modeling
Akansh Agrawal
Akshan Agrawal
Shashwat Gupta
Priyanka Bagade
Mamba
85
3
0
18 Nov 2024
A Survey on Kolmogorov-Arnold Network
A Survey on Kolmogorov-Arnold Network
Shriyank Somvanshi
Syed Aaqib Javed
Md Monzurul Islam
Diwas Pandit
Subasish Das
AI4TS
AI4CE
45
19
0
09 Nov 2024
Frontiers in Intelligent Colonoscopy
Frontiers in Intelligent Colonoscopy
Ge-Peng Ji
Jingyi Liu
Peng-Tao Xu
Nick Barnes
F. Khan
Salman Khan
Deng-Ping Fan
46
4
0
22 Oct 2024
LSS-SKAN: Efficient Kolmogorov-Arnold Networks based on
  Single-Parameterized Function
LSS-SKAN: Efficient Kolmogorov-Arnold Networks based on Single-Parameterized Function
Zhijie Chen
Xinglin Zhang
33
5
0
19 Oct 2024
PointNet with KAN versus PointNet with MLP for 3D Classification and
  Segmentation of Point Sets
PointNet with KAN versus PointNet with MLP for 3D Classification and Segmentation of Point Sets
Ali Kashefi
3DPC
39
6
0
14 Oct 2024
Generalization Bounds and Model Complexity for Kolmogorov-Arnold
  Networks
Generalization Bounds and Model Complexity for Kolmogorov-Arnold Networks
Xianyang Zhang
Huijuan Zhou
32
1
0
10 Oct 2024
MedUniSeg: 2D and 3D Medical Image Segmentation via a Prompt-driven
  Universal Model
MedUniSeg: 2D and 3D Medical Image Segmentation via a Prompt-driven Universal Model
Yiwen Ye
Ziyang Chen
Jianpeng Zhang
Yutong Xie
Yong Xia
MedIm
39
3
0
08 Oct 2024
On the expressiveness and spectral bias of KANs
On the expressiveness and spectral bias of KANs
Yixuan Wang
Jonathan W. Siegel
Ziming Liu
Thomas Y. Hou
37
10
0
02 Oct 2024
KANDU-Net:A Dual-Channel U-Net with KAN for Medical Image Segmentation
KANDU-Net:A Dual-Channel U-Net with KAN for Medical Image Segmentation
Chenglin Fang
Kaigui Wu
SSeg
47
0
0
30 Sep 2024
TransUKAN:Computing-Efficient Hybrid KAN-Transformer for Enhanced
  Medical Image Segmentation
TransUKAN:Computing-Efficient Hybrid KAN-Transformer for Enhanced Medical Image Segmentation
Yanlin Wu
Tao Li
Zhihong Wang
Hong Kang
Along He
ViT
MedIm
36
1
0
23 Sep 2024
KAN v.s. MLP for Offline Reinforcement Learning
KAN v.s. MLP for Offline Reinforcement Learning
Haihong Guo
Fengxin Li
Jiao Li
Hongyan Liu
OffRL
33
0
0
15 Sep 2024
TabKANet: Tabular Data Modeling with Kolmogorov-Arnold Network and
  Transformer
TabKANet: Tabular Data Modeling with Kolmogorov-Arnold Network and Transformer
Weihao Gao
Zheng Gong
Zhuo Deng
Fuju Rong
Chucheng Chen
Lan Ma
LMTD
32
4
0
13 Sep 2024
Effective Integration of KAN for Keyword Spotting
Effective Integration of KAN for Keyword Spotting
Anfeng Xu
Biqiao Zhang
Shuyu Kong
Yiteng Huang
Zhaojun Yang
Sangeeta Srivastava
Ming Sun
34
5
0
13 Sep 2024
AutoPET Challenge: Tumour Synthesis for Data Augmentation
AutoPET Challenge: Tumour Synthesis for Data Augmentation
Lap Yan Lennon Chan
Chenxin Li
Yixuan Yuan
MedIm
29
0
0
12 Sep 2024
Efficient Privacy-Preserving KAN Inference Using Homomorphic Encryption
Efficient Privacy-Preserving KAN Inference Using Homomorphic Encryption
Zhizheng Lai
Yufei Zhou
Peijia Zheng
Lin Chen
29
0
0
12 Sep 2024
CoxKAN: Kolmogorov-Arnold Networks for Interpretable, High-Performance
  Survival Analysis
CoxKAN: Kolmogorov-Arnold Networks for Interpretable, High-Performance Survival Analysis
William Knottenbelt
Zeyu Gao
Rebecca Wray
Woody Zhidong Zhang
Jiashuai Liu
Mireia Crispin-Ortuzar
34
10
0
06 Sep 2024
KAN See In the Dark
KAN See In the Dark
Aoxiang Ning
Minglong Xue
Jinhong He
Chengyun Song
36
2
0
05 Sep 2024
AASIST3: KAN-Enhanced AASIST Speech Deepfake Detection using SSL
  Features and Additional Regularization for the ASVspoof 2024 Challenge
AASIST3: KAN-Enhanced AASIST Speech Deepfake Detection using SSL Features and Additional Regularization for the ASVspoof 2024 Challenge
Kirill Borodin
Vasiliy Kudryavtsev
Dmitrii Korzh
Alexey Efimenko
Grach Mkrtchian
Mikhail Gorodnichev
Oleg Y. Rogov
49
1
0
30 Aug 2024
CF-KAN: Kolmogorov-Arnold Network-based Collaborative Filtering to
  Mitigate Catastrophic Forgetting in Recommender Systems
CF-KAN: Kolmogorov-Arnold Network-based Collaborative Filtering to Mitigate Catastrophic Forgetting in Recommender Systems
Jin-Duk Park
Kyung-Min Kim
Won-Yong Shin
KELM
CLL
25
3
0
25 Aug 2024
HSR-KAN: Efficient Hyperspectral Image Super-Resolution via Kolmogorov-Arnold Networks
HSR-KAN: Efficient Hyperspectral Image Super-Resolution via Kolmogorov-Arnold Networks
Baisong Li
Xingwang Wang
Haixiao Xu
28
1
0
24 Aug 2024
KAN 2.0: Kolmogorov-Arnold Networks Meet Science
KAN 2.0: Kolmogorov-Arnold Networks Meet Science
Ziming Liu
Pingchuan Ma
Yixuan Wang
Wojciech Matusik
Max Tegmark
45
61
0
19 Aug 2024
Kolmogorov Arnold Networks in Fraud Detection: Bridging the Gap Between
  Theory and Practice
Kolmogorov Arnold Networks in Fraud Detection: Bridging the Gap Between Theory and Practice
Yang Lu
Felix Zhan
31
1
0
15 Aug 2024
The Dawn of KAN in Image-to-Image (I2I) Translation: Integrating
  Kolmogorov-Arnold Networks with GANs for Unpaired I2I Translation
The Dawn of KAN in Image-to-Image (I2I) Translation: Integrating Kolmogorov-Arnold Networks with GANs for Unpaired I2I Translation
Arpan Mahara
N. Rishe
Liangdong Deng
VLM
GAN
39
2
0
15 Aug 2024
KAN versus MLP on Irregular or Noisy Functions
KAN versus MLP on Irregular or Noisy Functions
Chen Zeng
Jiahui Wang
Haoran Shen
Qiao Wang
36
6
0
15 Aug 2024
KAN You See It? KANs and Sentinel for Effective and Explainable Crop
  Field Segmentation
KAN You See It? KANs and Sentinel for Effective and Explainable Crop Field Segmentation
Daniele Rege Cambrin
Eleonora Poeta
Eliana Pastor
Tania Cerquitelli
Elena Baralis
Paolo Garza
42
9
0
13 Aug 2024
TC-KANRecon: High-Quality and Accelerated MRI Reconstruction via Adaptive KAN Mechanisms and Intelligent Feature Scaling
TC-KANRecon: High-Quality and Accelerated MRI Reconstruction via Adaptive KAN Mechanisms and Intelligent Feature Scaling
Ruiquan Ge
Xiao Yu
Yifei Chen
Fan Jia
Shenghao Zhu
...
Dong Zeng
Dong Zeng
Qiegen Liu
S. Niu
Shanzhou Niu
MedIm
46
3
0
11 Aug 2024
3D U-KAN Implementation for Multi-modal MRI Brain Tumor Segmentation
3D U-KAN Implementation for Multi-modal MRI Brain Tumor Segmentation
Tianze Tang
Yanbing Chen
Hai Shu
3DPC
25
10
0
01 Aug 2024
DKL-KAN: Scalable Deep Kernel Learning using Kolmogorov-Arnold Networks
DKL-KAN: Scalable Deep Kernel Learning using Kolmogorov-Arnold Networks
Shrenik Zinage
Sudeepta Mondal
S. Sarkar
43
6
0
30 Jul 2024
Adaptive Training of Grid-Dependent Physics-Informed Kolmogorov-Arnold
  Networks
Adaptive Training of Grid-Dependent Physics-Informed Kolmogorov-Arnold Networks
Spyros Rigas
M. Papachristou
Theofilos Papadopoulos
Fotios Anagnostopoulos
Georgios Alexandridis
AI4CE
34
21
0
24 Jul 2024
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