Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation

12 May 2021

Papers citing "Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation"

50 / 233 papers shown

Title
Self Pre-training with Topology- and Spatiality-aware Masked Autoencoders for 3D Medical Image Segmentation Pengfei Gu Yejia Zhang Huimin Li Chaoli Wang Danny Chen MedIm 66 1 0 15 Jun 2024
PixMamba: Leveraging State Space Models in a Dual-Level Architecture for Underwater Image Enhancement Wei-Tung Lin Yong-Xiang Lin Jyun-Wei Chen Kai-Lung Hua Mamba 31 5 0 12 Jun 2024
Contour-weighted loss for class-imbalanced image segmentation Zhhengyong Huang Yao Sui 42 3 0 07 Jun 2024
FlowSDF: Flow Matching for Medical Image Segmentation Using Distance Transforms L. Bogensperger Dominik Narnhofer Alexander Falk Konrad Schindler Thomas Pock MedIm 43 3 0 28 May 2024
Multi-view Remote Sensing Image Segmentation With SAM priors Zipeng Qi Chenyang Liu Zili Liu Hao Chen Yongchang Wu Zhengxia Zou Zhenwei Sh 38 4 0 23 May 2024
BiomedParse: a biomedical foundation model for image parsing of everything everywhere all at once Theodore Zhao Yu Gu Jianwei Yang Naoto Usuyama Ho Hin Lee ... B. Piening Carlo Bifulco Mu-Hsin Wei Hoifung Poon Sheng Wang MedIm 36 23 0 21 May 2024
Multi-scale Information Sharing and Selection Network with Boundary Attention for Polyp Segmentation Xiaolu Kang Zhuoqi Ma Kang Liu Yunan Li Qiguang Miao 42 3 0 18 May 2024
Explainable Convolutional Neural Networks for Retinal Fundus Classification and Cutting-Edge Segmentation Models for Retinal Blood Vessels from Fundus Images Fatema Tuj Johora Faria Mukaffi Bin Moin Pronay Debnath Asif Iftekher Fahim Faisal Muhammad Shah 29 1 0 12 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
Adaptive Bidirectional Displacement for Semi-Supervised Medical Image Segmentation Hanyang Chi Jian Pang Bingfeng Zhang Weifeng Liu 38 10 0 01 May 2024
X-Diffusion: Generating Detailed 3D MRI Volumes From a Single Image Using Cross-Sectional Diffusion Models Emmanuelle Bourigault Abdullah Hamdi Amir Jamaludin MedIm 56 2 0 30 Apr 2024
Real Time Multi Organ Classification on Computed Tomography Images H. Yerebakan Y. Shinagawa Gerardo Hermosillo 59 1 0 29 Apr 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
Sparse Reconstruction of Optical Doppler Tomography with Alternative State Space Model and Attention Zhenghong Li Jiaxiang Ren Wensheng Cheng C. Du Yingtian Pan Haibin Ling 50 0 0 26 Apr 2024
MambaUIE&SR: Unraveling the Ocean's Secrets with Only 2.8 GFLOPs Zhihao Chen Yiyuan Ge Mamba 30 5 0 22 Apr 2024
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model Han Gu Haoyu Dong Jichen Yang Maciej Mazurowski MedIm VLM 80 14 0 15 Apr 2024
LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image Segmentation Songkai Sun Qingshan She Yuliang Ma Rihui Li Yingchun Zhang MedIm 36 0 0 11 Apr 2024
LiteNeXt: A Novel Lightweight ConvMixer-based Model with Self-embedding Representation Parallel for Medical Image Segmentation Ngoc-Du Tran Thi-Thao Tran Quang-Huy Nguyen Manh-Hung Vu Van-Truong Pham MedIm ViT 39 1 0 04 Apr 2024
Enhancing Efficiency in Vision Transformer Networks: Design Techniques and Insights Moein Heidari Reza Azad Sina Ghorbani Kolahi René Arimond Leon Niggemeier ... Afshin Bozorgpour Ehsan Khodapanah Aghdam A. Kazerouni I. Hacihaliloglu Dorit Merhof 51 7 0 28 Mar 2024
PECI-Net: Bolus segmentation from video fluoroscopic swallowing study images using preprocessing ensemble and cascaded inference Dougho Park Younghun Kim Harim Kang Junmyeoung Lee Jinyoung Choi Taeyeon Kim Sangeok Lee Seokil Son Minsol Kim Injung Kim 26 2 0 21 Mar 2024
D-Net: Dynamic Large Kernel with Dynamic Feature Fusion for Volumetric Medical Image Segmentation Jin Yang Peijie Qiu Yichi Zhang Daniel S. Marcus Aristeidis Sotiras MedIm 49 10 0 15 Mar 2024
CausalCellSegmenter: Causal Inference inspired Diversified Aggregation Convolution for Pathology Image Segmentation Dawei Fan Yifan Gao Jiaming Yu Yanping Chen Wencheng Li Chuancong Lin Kaibin Li Changcai Yang Riqing Chen Lifang Wei 38 1 0 10 Mar 2024
Unsupervised Domain Adaptation for Brain Vessel Segmentation through Transwarp Contrastive Learning Fengming Lin Yan Xia Michael MacRaild Yash Deo Haoran Dou Qiongyao Liu Kun Wu Nishant Ravikumar Alejandro F. Frangi OOD 32 1 0 23 Feb 2024
Re-DiffiNet: Modeling discrepancies in tumor segmentation using diffusion models Tianyi Ren Abhishek Sharma Juampablo Heras Rivera Harshitha Rebala Ethan Honey Agamdeep Chopra Jacob Ruzevick Mehmet Kurt DiffM MedIm 32 0 0 12 Feb 2024
Double-well Net for Image Segmentation Haotian Liu Jun Liu Raymond H. F. Chan Xue-Cheng Tai 49 7 0 31 Dec 2023
One Model to Rule them All: Towards Universal Segmentation for Medical Images with Text Prompts Ziheng Zhao Yao Zhang Chaoyi Wu Xiaoman Zhang Ya Zhang Yanfeng Wang Weidi Xie VLM MedIm 32 37 0 28 Dec 2023
ClassLIE: Structure- and Illumination-Adaptive Classification for Low-Light Image Enhancement Zixiang Wei Yiting Wang Lichao Sun Athanasios V. Vasilakos Lin Wang 36 0 0 20 Dec 2023
MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention Hao Shao Quansheng Zeng Qibin Hou Jufeng Yang 51 13 0 14 Dec 2023
TULIP: Transformer for Upsampling of LiDAR Point Clouds Bin Yang Patrick Pfreundschuh Roland Siegwart Marco Hutter Peyman Moghadam Vaishakh Patil 3DPC 26 6 0 11 Dec 2023
Spectral-wise Implicit Neural Representation for Hyperspectral Image Reconstruction Huan Chen Wangcai Zhao Tingfa Xu Shiyun Zhou Peifu Liu Jianan Li 53 20 0 02 Dec 2023
A Recent Survey of Vision Transformers for Medical Image Segmentation Asifullah Khan Zunaira Rauf Abdul Rehman Khan Saima Rathore Dr. Saddam Hussain Khan ... Suleman Qamar Umme Hani Asif Faiza Babar Khan A. Majid Jeonghwan Gwak ViT MedIm 58 16 0 01 Dec 2023
Automated Measurement of Vascular Calcification in Femoral Endarterectomy Patients Using Deep Learning Alireza Bagheri Rajeoni Breanna Pederson Daniel G. Clair S. Lessner H. Valafar 21 6 0 27 Nov 2023
Pseudo Label-Guided Data Fusion and Output Consistency for Semi-Supervised Medical Image Segmentation Tao Wang Yuanbin Chen Xinlin Zhang Yuanbo Zhou Junlin Lan Bizhe Bai Tao Tan Min Du Qinquan Gao Tong Tong 24 0 0 17 Nov 2023
An Automated Pipeline for Tumour-Infiltrating Lymphocyte Scoring in Breast Cancer A. Shephard Mostafa Jahanifar Ruoyu Wang Muhammad Dawood Simon Graham K. Sidlauskas S. Khurram Nasir M. Rajpoot S. Raza 21 4 0 10 Nov 2023
CSAM: A 2.5D Cross-Slice Attention Module for Anisotropic Volumetric Medical Image Segmentation A. Hung Haoxin Zheng Kai Zhao Xiaoxi Du Kaifeng Pang Qi Miao Steven S. Raman D. Terzopoulos Kyunghyun Sung 3DPC 36 4 0 08 Nov 2023
SynergyNet: Bridging the Gap between Discrete and Continuous Representations for Precise Medical Image Segmentation Vandan Gorade Sparsh Mittal Debesh Jha Ulas Bagci 33 11 0 26 Oct 2023
A Deep Learning Approach to Teeth Segmentation and Orientation from Panoramic X-rays M. K. Dhar Mou Deb D. Madhab Zeyun Yu 25 1 0 26 Oct 2023
From Pointwise to Powerhouse: Initialising Neural Networks with Generative Models Christian Harder Moritz Fuchs Yuri Tolkach Anirban Mukhopadhyay 30 0 0 25 Oct 2023
Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency Modeling Sania Eskandari Janet Lumpp Luis Gonzalo Sánchez Giraldo ViT MedIm 32 7 0 20 Oct 2023
DeepFDR: A Deep Learning-based False Discovery Rate Control Method for Neuroimaging Data Taehyo Kim Hai Shu Qiran Jia Mony de Leon 13 0 0 20 Oct 2023
Minimalist and High-Performance Semantic Segmentation with Plain Vision Transformers Yuanduo Hong Jue Wang Weichao Sun Huihui Pan VLM ViT 40 7 0 19 Oct 2023
Medical Image Segmentation via Sparse Coding Decoder Long Zeng Kaigui Wu MedIm 32 3 0 17 Oct 2023
3D TransUNet: Advancing Medical Image Segmentation through Vision Transformers Jieneng Chen Jieru Mei Xianhang Li Yongyi Lu Qihang Yu ... M. Lungren Lei Xing Le Lu Alan L. Yuille Yuyin Zhou MedIm ViT 38 36 0 11 Oct 2023
Multi-domain improves out-of-distribution and data-limited scenarios for medical image analysis Ece Ozkan Xavier Boix OOD 28 0 0 10 Oct 2023
PostRainBench: A comprehensive benchmark and a new model for precipitation forecasting Yujin Tang Jiaming Zhou Xiang Pan Zeying Gong Junwei Liang AI4Cl 21 3 0 04 Oct 2023
Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image Segmentation Qingjie Zeng Yutong Xie Ziling Lu Mengkang Lu Yong-quan Xia 28 4 0 26 Sep 2023
Partition-A-Medical-Image: Extracting Multiple Representative Sub-regions for Few-shot Medical Image Segmentation Yazhou Zhu Shidong Wang Tong Xin Zheng-Wei Zhang Haofeng Zhang 18 10 0 20 Sep 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
SAM3D: Segment Anything Model in Volumetric Medical Images Nhat-Tan Bui Dinh-Hieu Hoang Minh-Triet Tran Gianfranco Doretto Donald Adjeroh Brijesh Patel Arabinda Choudhary Ngan Le MedIm 33 39 0 07 Sep 2023
Multi-dimension unified Swin Transformer for 3D Lesion Segmentation in Multiple Anatomical Locations Shaoyan Pan Yiqiao Liu Sarah Halek M. Tomaszewski Shubing Wang R. Baumgartner Jianda Yuan G. Goldmacher Antong Chen MedIm 31 1 0 04 Sep 2023