Medical Transformer: Gated Axial-Attention for Medical Image Segmentation

21 February 2021

Jeya Maria Jose Valanarasu

Papers citing "Medical Transformer: Gated Axial-Attention for Medical Image Segmentation"

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Title
DFEN: Dual Feature Equalization Network for Medical Image Segmentation Jianjian Yin Yi Chen Chong Li Zhichao Zheng Yanhui Gu Junsheng Zhou MedIm 32 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
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
Vision-LSTM: xLSTM as Generic Vision Backbone Benedikt Alkin M. Beck Korbinian Poppel Sepp Hochreiter Johannes Brandstetter VLM 64 43 0 24 Feb 2025
Conditional diffusion model with spatial attention and latent embedding for medical image segmentation Behzad Hejrati Soumyanil Banerjee C. Glide-Hurst Ming Dong DiffM MedIm 117 0 0 21 Feb 2025
DiffKillR: Killing and Recreating Diffeomorphisms for Cell Annotation in Dense Microscopy Images Chen Liu Danqi Liao Alejandro Parada-Mayorga Alejandro Ribeiro Marcello DiStasio Smita Krishnaswamy 50 4 0 04 Oct 2024
Efficient and Accurate Pneumonia Detection Using a Novel Multi-Scale Transformer Approach Alireza Saber Pouria Parhami Alimihammad Siahkarzadeh Amirreza Fateh Amirreza Fateh ViT MedIm 50 9 0 08 Aug 2024
Trans2Unet: Neural fusion for Nuclei Semantic Segmentation Dinh-Phu Tran Quoc-Anh Nguyen Van-Truong Pham Thi-Thao Tran ViT MedIm 29 5 0 24 Jul 2024
Kolmogorov-Arnold Convolutions: Design Principles and Empirical Studies Ivan Drokin 53 19 0 01 Jul 2024
DocParseNet: Advanced Semantic Segmentation and OCR Embeddings for Efficient Scanned Document Annotation Ahmad Mohammadshirazi Ali Nosrati Firoozsalari Mengxi Zhou Dheeraj Kulshrestha R. Ramnath 38 0 0 25 Jun 2024
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
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-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
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
Masked LoGoNet: Fast and Accurate 3D Image Analysis for Medical Domain Amin Karimi Monsefi Payam Karisani Mengxi Zhou Stacey S. Choi Nathan Doble Heng Ji Srinivasan Parthasarathy R. Ramnath 43 5 0 09 Feb 2024
Hypergraph-Transformer (HGT) for Interactive Event Prediction in Laparoscopic and Robotic Surgery Lianhao Yin Yutong Ban J. Eckhoff O. Meireles Daniela Rus Guy Rosman 41 1 0 03 Feb 2024
Transformer-CNN Fused Architecture for Enhanced Skin Lesion Segmentation Siddharth Tiwari MedIm ViT 45 0 0 10 Jan 2024
MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention Hao Shao Quansheng Zeng Qibin Hou Jufeng Yang 51 13 0 14 Dec 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
SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical Image Segmentation Tan-Hanh Pham Xianqi Li Kim-Doang Nguyen MedIm ViT 26 8 0 16 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
Towards Optimal Patch Size in Vision Transformers for Tumor Segmentation Ramtin Mojtahedi M. Hamghalam Richard K G Do Amber L. Simpson ViT MedIm 25 7 0 31 Aug 2023
3D Medical Image Segmentation based on multi-scale MPU-Net Zeqiu Yu Shuo Han Ziheng Song 3DV 14 3 0 11 Jul 2023
ToothSegNet: Image Degradation meets Tooth Segmentation in CBCT Images Jiaxiang Liu Tianxiang Hu Yang Feng W. Ding Zuo-Qiang Liu 31 5 0 05 Jul 2023
1M parameters are enough? A lightweight CNN-based model for medical image segmentation Binh-Duong Dinh Thanh-Thu Nguyen Thi-Thao Tran Van-Truong Pham SSeg MedIm 27 16 0 28 Jun 2023
Multi-Level Global Context Cross Consistency Model for Semi-Supervised Ultrasound Image Segmentation with Diffusion Model Fenghe Tang Jianrui Ding Lingtao Wang Min Xian C. Ning DiffM MedIm 34 12 0 16 May 2023
MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation Abdul Rehman Khan Asifullah Khan ViT MedIm 44 14 0 15 May 2023
MedViT: A Robust Vision Transformer for Generalized Medical Image Classification Omid Nejati Manzari Hamid Ahmadabadi Hossein Kashiani S. B. Shokouhi Ahmad Ayatollahi ViT MedIm 34 177 0 19 Feb 2023
Deep learning-based lung segmentation and automatic regional template in chest X-ray images for pediatric tuberculosis Daniel Capellán-Martín Juan J. Gómez-Valverde R. Sanchez-Jacob D. Bermejo-Peláez Lara García-Delgado E. López-Varela María J. Ledesma-Carbayo LM&MA 19 3 0 31 Jan 2023
WuYun: Exploring hierarchical skeleton-guided melody generation using knowledge-enhanced deep learning Kejun Zhang Xinda Wu Tieyao Zhang Zhijie Huang Xu Tan Qihao Liang Songruoyao Wu Lingyun Sun 40 10 0 11 Jan 2023
Graph Convolution Based Cross-Network Multi-Scale Feature Fusion for Deep Vessel Segmentation Gangming Zhao Kongming Liang Changzai Pan Fandong Zhang Xianpeng Wu Xinyang Hu Yizhou Yu MedIm 39 27 0 06 Jan 2023
A New Perspective to Boost Vision Transformer for Medical Image Classification Yuexiang Li Yawen Huang Nanjun He Kai Ma Yefeng Zheng ViT MedIm 21 3 0 03 Jan 2023
UNETR++: Delving into Efficient and Accurate 3D Medical Image Segmentation Abdelrahman M. Shaker Muhammad Maaz H. Rasheed Salman Khan Ming Yang Fahad Shahbaz Khan MedIm 40 130 0 08 Dec 2022
Membership Inference Attacks Against Semantic Segmentation Models Tomás Chobola Dmitrii Usynin Georgios Kaissis MIACV 32 6 0 02 Dec 2022
EBHI-Seg: A Novel Enteroscope Biopsy Histopathological Haematoxylin and Eosin Image Dataset for Image Segmentation Tasks Li Shi Xirong Li W. Hua Hao Chen Jing Chen ... Hongzan Sun M. Grzegorzek Shouliang Qi Yueyang Teng Chen Li 25 21 0 01 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
Rethinking Data Augmentation for Single-source Domain Generalization in Medical Image Segmentation Zixian Su Kai Yao Xi Yang Qiufeng Wang Jie Sun Kaizhu Huang 35 63 0 27 Nov 2022
Parameter-Efficient Transformer with Hybrid Axial-Attention for Medical Image Segmentation Yiyue Hu Lei Zhang Nan Mu Leijun Liu ViT MedIm 22 1 0 17 Nov 2022
WSC-Trans: A 3D network model for automatic multi-structural segmentation of temporal bone CT X. Hua Z. Du Hongjian Yu Ji-Xian Ma Fanjun Zheng Cheng Zhang Qiao-Ling Lu H Zhao MedIm 13 1 0 14 Nov 2022
RadFormer: Transformers with Global-Local Attention for Interpretable and Accurate Gallbladder Cancer Detection Soumen Basu Mayank Gupta Pratyaksha Rana Pankaj Gupta Chetan Arora ViT MedIm 32 32 0 09 Nov 2022
Style Augmentation improves Medical Image Segmentation Kévin Ginsburger 20 0 0 02 Nov 2022
Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation Ehsan Khodapanah Aghdam Reza Azad Maral Zarvani Dorit Merhof ViT SSeg MedIm 29 47 0 30 Oct 2022
CMU-Net: A Strong ConvMixer-based Medical Ultrasound Image Segmentation Network Fenghe Tang Lingtao Wang C. Ning Min Xian Jianrui Ding 25 60 0 24 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 29 2 0 20 Oct 2022
Unsupervised Dense Nuclei Detection and Segmentation with Prior Self-activation Map For Histology Images Pingyi Chen Chenglu Zhu Zhongyi Shui Jiatong Cai S. Zheng Shichuan Zhang L. Yang 19 4 0 14 Oct 2022
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image Segmentation Zhendi Gong Andrew P. French Guoping Qiu Xin Chen ViT MedIm 38 6 0 13 Oct 2022
Masked Supervised Learning for Semantic Segmentation H. Zunair A. Ben Hamza 24 6 0 03 Oct 2022
Cascaded Multi-Modal Mixing Transformers for Alzheimer's Disease Classification with Incomplete Data Linfeng Liu Siyu Liu Lu Zhang X. To F. Nasrallah Shekhar S. Chandra MedIm 34 52 0 01 Oct 2022
HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images Saad Wazir M. Fraz 6 35 0 01 Sep 2022