Mixed Transformer U-Net For Medical Image Segmentation

8 November 2021

Ruofeng Tong

Papers citing "Mixed Transformer U-Net For Medical Image Segmentation"

50 / 66 papers shown

Title
SRMamba: Mamba for Super-Resolution of LiDAR Point Clouds Chuang Chen Wenyi Ge 14 0 0 15 May 2025
A Neural Network Architecture Based on Attention Gate Mechanism for 3D Magnetotelluric Forward Modeling Xin Zhong Weiwei Ling Kejia Pan Pinxia Wu Jiajing Zhang Zhiliang Zhan Wenbo Xiao AI4CE 55 0 0 14 Mar 2025
Vision Foundation Models in Medical Image Analysis: Advances and Challenges Pengchen Liang Bin Pu Haishan Huang Yiwei Li Haoran Wang Weibo Ma Qing Chang VLM MedIm 106 0 0 24 Feb 2025
GLoG-CSUnet: Enhancing Vision Transformers with Adaptable Radiomic Features for Medical Image Segmentation Niloufar Eghbali H. Bagher-Ebadian Tuka Alhanai M. Ghassemi MedIm ViT 43 0 0 06 Jan 2025
Merging Context Clustering with Visual State Space Models for Medical Image Segmentation Yun Zhu Dong Zhang Yi-Mou Lin Yifei Feng Jinhui Tang Mamba 34 1 0 03 Jan 2025
FIAS: Feature Imbalance-Aware Medical Image Segmentation with Dynamic Fusion and Mixing Attention Xiwei Liu Min Xu Qirong Ho MedIm 33 0 0 16 Nov 2024
Y-CA-Net: A Convolutional Attention Based Network for Volumetric Medical Image Segmentation Muhammad Hamza Sharif Muzammal Naseer Mohammad Yaqub Min Xu Mohsen Guizani OOD MedIm ViT 39 0 0 01 Oct 2024
Toward Deep Learning-based Segmentation and Quantitative Analysis of Cervical Spinal Cord Magnetic Resonance Images Maryam Tavakol Elahi 26 0 0 28 Sep 2024
PSFHS Challenge Report: Pubic Symphysis and Fetal Head Segmentation from Intrapartum Ultrasound Images Jieyun Bai Zihao Zhou Zhanhong Ou Gregor Koehler Raphael Stock ... Mei Zhong Gaowen Chen Víctor M. Campello Yaosheng Lu Karim Lekadir 34 5 0 17 Sep 2024
TransDAE: Dual Attention Mechanism in a Hierarchical Transformer for Efficient Medical Image Segmentation Bobby Azad Pourya Adibfar Kaiqun Fu ViT MedIm 29 0 0 03 Sep 2024
CNN-Transformer Rectified Collaborative Learning for Medical Image Segmentation Lanhu Wu Miao Zhang Yongri Piao Zhenyan Yao Weibing Sun Feng Tian Huchuan Lu ViT MedIm 37 1 0 25 Aug 2024
MetaSeg: MetaFormer-based Global Contexts-aware Network for Efficient Semantic Segmentation Beoungwoo Kang Seunghun Moon Yubin Cho Hyunwoo Yu Suk-Ju Kang ViT MedIm 29 8 0 14 Aug 2024
CSWin-UNet: Transformer UNet with Cross-Shaped Windows for Medical Image Segmentation Xiao Liu Peng Gao Tao Yu Fei Wang Ruyue Yuan MedIm ViT 39 14 0 25 Jul 2024
SACNet: A Spatially Adaptive Convolution Network for 2D Multi-organ Medical Segmentation Lin Zhang Wenbo Gao Jie Yi Yunyun Yang 46 0 0 14 Jul 2024
Vision Transformer Segmentation for Visual Bird Sound Denoising Sahil Kumar Jialu Li Youshan Zhang 36 1 0 13 Jun 2024
Complex Image-Generative Diffusion Transformer for Audio Denoising Junhui Li Pu Wang Jialu Li Youshan Zhang DiffM 24 1 0 13 Jun 2024
Diffusion Gaussian Mixture Audio Denoise Pu Wang Junhui Li Jialu Li Liangdong Guo Youshan Zhang DiffM 34 0 0 13 Jun 2024
A Comparative Survey of Vision Transformers for Feature Extraction in Texture Analysis Leonardo F. S. Scabini Andre Sacilotti Kallil M. C. Zielinski L. C. Ribas B. De Baets Odemir M. Bruno ViT 46 3 0 10 Jun 2024
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation Md Mostafijur Rahman Mustafa Munir R. Marculescu MedIm 32 33 0 11 May 2024
D-TrAttUnet: Toward Hybrid CNN-Transformer Architecture for Generic and Subtle Segmentation in Medical Images F. Bougourzi Fadi Dornaika C. Distante Abdelmalik Taleb-Ahmed MedIm ViT 56 6 0 07 May 2024
Rethinking Attention Gated with Hybrid Dual Pyramid Transformer-CNN for Generalized Segmentation in Medical Imaging F. Bougourzi Fadi Dornaika Abdelmalik Taleb-Ahmed Vinh Truong Hoang MedIm ViT 45 2 0 28 Apr 2024
Cross-model Mutual Learning for Exemplar-based Medical Image Segmentation Qing En Yuhong Guo 34 0 0 18 Apr 2024
AKGNet: Attribute Knowledge-Guided Unsupervised Lung-Infected Area Segmentation Qing En Yuhong Guo 29 0 0 17 Apr 2024
Q2A: Querying Implicit Fully Continuous Feature Pyramid to Align Features for Medical Image Segmentation Jiahao Yu Li Chen 66 0 0 15 Apr 2024
A Mutual Inclusion Mechanism for Precise Boundary Segmentation in Medical Images Yizhi Pan Junyi Xin Tianhua Yang Teeradaj Racharak Le-Minh Nguyen Guanqun Sun 27 3 0 12 Apr 2024
AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation Peijie Qiu Jin Yang Sayantan Kumar S. Ghosh Aristeidis Sotiras MedIm 44 8 0 29 Mar 2024
VM-UNet: Vision Mamba UNet for Medical Image Segmentation Jiacheng Ruan Suncheng Xiang Mamba 81 255 0 04 Feb 2024
Revisiting Generative Adversarial Networks for Binary Semantic Segmentation on Imbalanced Datasets Lei Xu Moncef Gabbouj GAN 32 1 0 03 Feb 2024
MOSformer: Momentum encoder-based inter-slice fusion transformer for medical image segmentation De-Xing Huang Xiao-Hu Zhou Xiaoliang Xie Shiqi Liu Zhen-Qiu Feng Mei-Jiang Gui Hao Li Tian-Yu Xiang Xiu-Ling Liu Zeng-Guang Hou MedIm 38 1 0 22 Jan 2024
AI-SAM: Automatic and Interactive Segment Anything Model Yimu Pan Sitao Zhang Alison D. Gernand Jeffery A. Goldstein J. Z. Wang VLM 32 4 0 05 Dec 2023
MIST: Medical Image Segmentation Transformer with Convolutional Attention Mixing (CAM) Decoder Md Motiur Rahman Shiva Shokouhmand Smriti Bhatt M. Faezipour MedIm 42 15 0 30 Oct 2023
DCHT: Deep Complex Hybrid Transformer for Speech Enhancement Jialu Li Junhui Li Pu Wang Youshan Zhang 29 4 0 30 Oct 2023
DPATD: Dual-Phase Audio Transformer for Denoising Junhui Li Pu Wang Jialu Li Xinzhe Wang Youshan Zhang 18 4 0 30 Oct 2023
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation Md Mostafijur Rahman R. Marculescu MedIm 32 33 0 24 Oct 2023
Complex Image Generation SwinTransformer Network for Audio Denoising Youshan Zhang Jialu Li 33 6 0 24 Oct 2023
DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image Segmentation Guanqun Sun Yizhi Pan Weikun Kong Zichang Xu Jianhua Ma Teeradaj Racharak Le-Minh Nguyen Junyi Xin ViT MedIm 21 65 0 19 Oct 2023
MS-UNet-v2: Adaptive Denoising Method and Training Strategy for Medical Image Segmentation with Small Training Data Haoyuan Chen Yufei Han Pin Xu Yanyi Li Kuan Li Jianping Yin 39 0 0 07 Sep 2023
Self-pruning Graph Neural Network for Predicting Inflammatory Disease Activity in Multiple Sclerosis from Brain MR Images Chinmay Prabhakar Hongwei Bran Li Johannes C. Paetzold T. Loehr Chen Niu Mark Muhlau Daniel Rueckert Benedikt Wiestler Bjoern H. Menze MedIm AI4CE 21 5 0 31 Aug 2023
Multiscale Progressive Text Prompt Network for Medical Image Segmentation Xianjun Han Qianqian Chen Zhaoyang Xie Xuejun Li Hongyu Yang MedIm 22 8 0 30 Jun 2023
Ladder Fine-tuning approach for SAM integrating complementary network Shurong Chai R. Jain Shiyu Teng Jiaqing Liu Yinhao Li T. Tateyama Yen-wei Chen MedIm 24 31 0 22 Jun 2023
Deep Learning Framework with Multi-Head Dilated Encoders for Enhanced Segmentation of Cervical Cancer on Multiparametric Magnetic Resonance Imaging R. Kalantar S. Curcean J. Winfield Gigin Lin C. Messiou M. Blackledge D. Koh MedIm 16 3 0 19 Jun 2023
Attention Mechanisms in Medical Image Segmentation: A Survey Yutong Xie Bing Yang Qi Guan Jianpeng Zhang Qi Wu Yong-quan Xia ViT MedIm 25 16 0 29 May 2023
DIAMANT: Dual Image-Attention Map Encoders For Medical Image Segmentation Yousef Yeganeh Azade Farshad Peter Weinberger Seyed-Ahmad Ahmadi Ehsan Adeli Nassir Navab ViT MedIm 33 0 0 28 Apr 2023
Detection of Pavement Cracks by Deep Learning Models of Transformer and UNet Yu Zhang Lin Zhang UQCV MedIm ViT 36 10 0 25 Apr 2023
Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image Segmentation Md Mostafijur Rahman R. Marculescu MedIm ViT 24 44 0 29 Mar 2023
Towards more precise automatic analysis: a comprehensive survey of deep learning-based multi-organ segmentation Xiaoyu Liu Linhao Qu Ziyue Xie Jiayue Zhao Yonghong Shi Zhijian Song 29 7 0 01 Mar 2023
Annotation by Clicks: A Point-Supervised Contrastive Variance Method for Medical Semantic Segmentation Qing En Yuhong Guo 15 4 0 17 Dec 2022
Medical Image Segmentation Review: The success of U-Net Reza Azad Ehsan Khodapanah Aghdam Amelie Rauland Yiwei Jia Atlas Haddadi Avval Afshin Bozorgpour Sanaz Karimijafarbigloo Joseph Paul Cohen Ehsan Adeli Dorit Merhof SSeg 28 265 0 27 Nov 2022
UNet-2022: Exploring Dynamics in Non-isomorphic Architecture Jiansen Guo Hong-Yu Zhou Liansheng Wang Yizhou Yu 45 29 0 27 Oct 2022
MEW-UNet: Multi-axis representation learning in frequency domain for medical image segmentation Jiacheng Ruan Mingye Xie Suncheng Xiang Ting Liu Yuzhuo Fu ViT 74 12 0 25 Oct 2022