TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation

16 February 2021

Papers citing "TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation"

50 / 54 papers shown

Title
DFEN: Dual Feature Equalization Network for Medical Image Segmentation Jianjian Yin Yi Chen C. Li Zhichao Zheng Yanhui Gu Junsheng Zhou MedIm 29 0 0 09 May 2025
Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation Yi-Mou Lin Dong-Ming Zhang X. B. Fang Yufan Chen K.-T. Cheng Hao Chen 33 0 0 06 May 2025
BiSeg-SAM: Weakly-Supervised Post-Processing Framework for Boosting Binary Segmentation in Segment Anything Models Encheng Su Hu Cao Alois C. Knoll MedIm 38 0 0 02 Apr 2025
DCAT: Dual Cross-Attention Fusion for Disease Classification in Radiological Images with Uncertainty Estimation Jutika Borah H. Singh MedIm 45 0 0 14 Mar 2025
ScaleFusionNet: Transformer-Guided Multi-Scale Feature Fusion for Skin Lesion Segmentation Saqib Qamar Syed Furqan Qadri Roobaea Alroobaea Majed Alsafyani Abdullah M. Baqasah ViT MedIm 84 0 0 05 Mar 2025
A Survey on Deep Learning for Polyp Segmentation: Techniques, Challenges and Future Trends Jiaxin Mei Tao Zhou Kaiwen Huang Yizhe Zhang Yi Zhou Ye Wu Huazhu Fu 149 12 0 20 Jan 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 102 18 0 17 Jan 2025
CC-SAM: SAM with Cross-feature Attention and Context for Ultrasound Image Segmentation Shreyank N. Gowda David A. Clifton MedIm 31 1 0 31 Jul 2024
Multi-scale Information Sharing and Selection Network with Boundary Attention for Polyp Segmentation Xiaolu Kang Zhuoqi Ma Kang Liu Yunan Li Qiguang Miao 32 3 0 18 May 2024
Transformer-CNN Fused Architecture for Enhanced Skin Lesion Segmentation Siddharth Tiwari MedIm ViT 32 0 0 10 Jan 2024
MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention Hao Shao Quansheng Zeng Qibin Hou Jufeng Yang 46 13 0 14 Dec 2023
SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical Image Segmentation Tan-Hanh Pham Xianqi Li Kim-Doang Nguyen MedIm ViT 24 8 0 16 Oct 2023
Multi-domain improves out-of-distribution and data-limited scenarios for medical image analysis Ece Ozkan Xavier Boix OOD 20 0 0 10 Oct 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 16 10 0 20 Sep 2023
RaBiT: An Efficient Transformer using Bidirectional Feature Pyramid Network with Reverse Attention for Colon Polyp Segmentation N. Thuan Nguyen Thi Oanh N. T. Thuy Stuart W. Perry D. V. Sang ViT MedIm 32 5 0 12 Jul 2023
UGCANet: A Unified Global Context-Aware Transformer-based Network with Feature Alignment for Endoscopic Image Analysis Pham Vu Hung N. Manh Nguyen Thi Oanh N. T. Thuy D. V. Sang ViT MedIm 19 3 0 12 Jul 2023
MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation Abdul Rehman Khan Asifullah Khan ViT MedIm 34 14 0 15 May 2023
Detection of Pavement Cracks by Deep Learning Models of Transformer and UNet Yu Zhang Lin Zhang UQCV MedIm ViT 16 9 0 25 Apr 2023
Diabetic Foot Ulcer Grand Challenge 2022 Summary Connah Kendrick B. Cassidy N. Reeves Joseph M Pappachan C. O'Shea Vishnu Chandrabalan Moi Hoon Yap 17 4 0 24 Apr 2023
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation Xiaofei Huang Hongfang Gong Jin Zhang MedIm 21 2 0 10 Apr 2023
Transformer Utilization in Medical Image Segmentation Networks Saikat Roy Gregor Koehler Michael Baumgartner Constantin Ulrich Jens Petersen Fabian Isensee Klaus Maier-Hein ViT MedIm 19 2 0 09 Apr 2023
Towards Diverse Binary Segmentation via A Simple yet General Gated Network Xiaoqi Zhao Youwei Pang Lihe Zhang Huchuan Lu Lei Zhang 23 14 0 18 Mar 2023
GlocalFuse-Depth: Fusing Transformers and CNNs for All-day Self-supervised Monocular Depth Estimation Zezheng Zhang Ryan K. Y. Chan Kenneth K. Y. Wong MDE ViT 9 1 0 20 Feb 2023
UNETR++: Delving into Efficient and Accurate 3D Medical Image Segmentation Abdelrahman M. Shaker Muhammad Maaz H. Rasheed Salman Khan Ming Yang F. Khan MedIm 32 129 0 08 Dec 2022
Parameter-Efficient Transformer with Hybrid Axial-Attention for Medical Image Segmentation Yiyue Hu Lei Zhang Nan Mu Leijun Liu ViT MedIm 20 1 0 17 Nov 2022
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation Jiacheng Ruan Suncheng Xiang Mingye Xie Ting Liu Yuzhuo Fu 23 132 0 03 Nov 2022
Delving into Masked Autoencoders for Multi-Label Thorax Disease Classification Junfei Xiao Yutong Bai Alan Yuille Zongwei Zhou MedIm ViT 30 58 0 23 Oct 2022
MGTUNet: An new UNet for colon nuclei instance segmentation and quantification Liangrui Pan Lian-min Wang Mingting Liu Zhujun Xu Liwen Xu Shaoliang Peng 18 2 0 20 Oct 2022
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image Segmentation Zhendi Gong Andrew P. French Guoping Qiu Xin Chen ViT MedIm 30 6 0 13 Oct 2022
LAPFormer: A Light and Accurate Polyp Segmentation Transformer Mai Nguyen Tu Bui Quan Nguyen T. Nguyen Toan Van Pham ViT 3DV MedIm 98 3 0 10 Oct 2022
Spach Transformer: Spatial and Channel-wise Transformer Based on Local and Global Self-attentions for PET Image Denoising Se-In Jang T. Pan Ye Li P. Heidari Junyu Chen Quanzheng Li Kuang Gong ViT MedIm 20 27 0 07 Sep 2022
Cats: Complementary CNN and Transformer Encoders for Segmentation Hao Li Dewei Hu Han Liu Jiacheng Wang I. Oguz ViT MedIm 19 22 0 24 Aug 2022
Deep is a Luxury We Don't Have Ahmed Taha Yen Nhi Truong Vu Brent Mombourquette Thomas P. Matthews Jason Su Sadanand Singh ViT MedIm 18 2 0 11 Aug 2022
3D Vision with Transformers: A Survey Jean Lahoud Jiale Cao F. Khan Hisham Cholakkal Rao Muhammad Anwer Salman Khan Ming Yang ViT MedIm 27 32 0 08 Aug 2022
Utility of Equivariant Message Passing in Cortical Mesh Segmentation Dániel Unyi F. Insalata Petar Velickovic Bálint Gyires-Tóth 17 0 0 07 Jun 2022
Dual Swin-Transformer based Mutual Interactive Network for RGB-D Salient Object Detection Chao Zeng Sam Kwong ViT 19 25 0 07 Jun 2022
XBound-Former: Toward Cross-scale Boundary Modeling in Transformers Jiacheng Wang Fei Chen Yuxi Ma Liansheng Wang Zhaodong Fei Jia Shuai Xiangdong Tang Qichao Zhou Jing Qin ViT MedIm 19 63 0 02 Jun 2022
A Survey on Deep Learning for Skin Lesion Segmentation Z. Mirikharaji Kumar Abhishek Alceu Bissoto Catarina Barata Sandra Avila Eduardo Valle M. Celebi Ghassan Hamarneh 29 82 0 01 Jun 2022
Surface Vision Transformers: Attention-Based Modelling applied to Cortical Analysis Simon Dahan Abdulah Fawaz Logan Z. J. Williams Chunhui Yang Timothy S. Coalson M. Glasser A. Edwards Daniel Rueckert E. C. Robinson MedIm ViT 31 20 0 30 Mar 2022
Characterizing Renal Structures with 3D Block Aggregate Transformers Xin Yu Yucheng Tang Yinchi Zhou Riqiang Gao Qi Yang ... Yuankai Huo Zhoubing Xu Thomas A. Lasko R. Abramson Bennett A. Landman MedIm ViT 16 3 0 04 Mar 2022
BlazeNeo: Blazing fast polyp segmentation and neoplasm detection N. S. An P. N. Lan D. V. Hang D. Long T. Trung N. T. Thuy D. V. Sang SSeg 24 30 0 28 Feb 2022
Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image Segmentation Pooya Ashtari Diana Sima L. De Lathauwer D. Sappey-Marinier F. Maes Sabine Van Huffel ViT MedIm 21 35 0 24 Feb 2022
Assessing generalisability of deep learning-based polyp detection and segmentation methods through a computer vision challenge Sharib Ali N. Ghatwary Debesh Jha Ece Isik Polat Gorkem Polat ... Dominique Lamarque R. Cannizzaro S. Realdon Thomas de Lange J. East 29 64 0 24 Feb 2022
Joint Liver and Hepatic Lesion Segmentation in MRI using a Hybrid CNN with Transformer Layers Georg Hille Shubham Agrawal Pavan Tummala C. Wybranski M. Pech A. Surov S. Saalfeld ViT MedIm 11 26 0 26 Jan 2022
Predicting Knee Osteoarthritis Progression from Structural MRI using Deep Learning E. Panfilov S. Saarakkala M. Nieminen A. Tiulpin MedIm 17 9 0 26 Jan 2022
iSegFormer: Interactive Segmentation via Transformers with Application to 3D Knee MR Images Qin Liu Zhenlin Xu Yining Jiao Marc Niethammer ViT MedIm 38 37 0 21 Dec 2021
Hepatic vessel segmentation based on 3D swin-transformer with inductive biased multi-head self-attention Mian Wu Yinling Qian Xiangyun Liao Qiong Wang Pheng-Ann Heng MedIm 84 29 0 05 Nov 2021
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Haonan Wang Peng Cao Jiaqi Wang Osmar R. Zaiane MedIm ViT 121 708 0 09 Sep 2021
nnFormer: Interleaved Transformer for Volumetric Segmentation Hong-Yu Zhou J. Guo Yinghao Zhang Lequan Yu Liansheng Wang Yizhou Yu ViT MedIm 24 306 0 07 Sep 2021
TriTransNet: RGB-D Salient Object Detection with a Triplet Transformer Embedding Network Zhengyi Liu Yuan Wang Zhengzheng Tu Yun Xiao Bin Tang ViT 22 142 0 09 Aug 2021