HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation

18 July 2022

Moein Heidari

Amirhossein Kazerouni

Milad Soltany Kadarvish

Reza Azad

Ehsan Khodapanah Aghdam

Papers citing "HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation"

50 / 57 papers shown

Title
CENet: Context Enhancement Network for Medical Image Segmentation Afshin Bozorgpour Sina Ghorbani Kolahi Reza Azad Ilker Hacihaliloglu Dorit Merhof 151 0 0 23 May 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 137 0 0 05 Mar 2025
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 MedIm 63 2 0 22 Jan 2024
MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention Hao Shao Quansheng Zeng Qibin Hou Jufeng Yang 94 14 0 14 Dec 2023
SMU-Net: Style matching U-Net for brain tumor segmentation with missing modalities Reza Azad Nika Khosravi Dorit Merhof 44 57 0 06 Apr 2022
Contextual Attention Network: Transformer Meets U-Net Reza Azad Moein Heidari Yuli Wu Dorit Merhof ViT MedIm 57 75 0 02 Mar 2022
Vision Transformer with Deformable Attention Zhuofan Xia Xuran Pan S. Song Li Erran Li Gao Huang ViT 72 478 0 03 Jan 2022
Global Interaction Modelling in Vision Transformer via Super Tokens Ammarah Farooq Muhammad Awais S. Ahmed J. Kittler ViT 40 7 0 25 Nov 2021
Multi-Scale High-Resolution Vision Transformer for Semantic Segmentation Jiaqi Gu Hyoukjun Kwon Dilin Wang Wei Ye Meng Li Yu-Hsin Chen Liangzhen Lai Vikas Chandra David Z. Pan ViT 44 185 0 01 Nov 2021
SOTR: Segmenting Objects with Transformers Ruohao Guo Dantong Niu Liao Qu Zhenbo Li ViT 57 104 0 15 Aug 2021
LeViT-UNet: Make Faster Encoders with Transformer for Medical Image Segmentation Guoping Xu Xingrong Wu Xuan Zhang Xinwei He ViT MedIm 59 200 0 19 Jul 2021
DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation Ai-Jun Lin Bingzhi Chen Jiayu Xu Zheng Zhang Guangming Lu ViT MedIm 61 626 0 12 Jun 2021
You Only Look at One Sequence: Rethinking Transformer in Vision through Object Detection Yuxin Fang Bencheng Liao Xinggang Wang Jiemin Fang Jiyang Qi Rui Wu Jianwei Niu Wenyu Liu ViT 61 322 0 01 Jun 2021
MSG-Transformer: Exchanging Local Spatial Information by Manipulating Messenger Tokens Jiemin Fang Lingxi Xie Xinggang Wang Xiaopeng Zhang Wenyu Liu Qi Tian ViT 47 75 0 31 May 2021
Multi-scale Regional Attention Deeplab3+: Multiple Myeloma Plasma Cells Segmentation in Microscopic Images Afshin Bozorgpour Reza Azad E. Showkatian Alaa Sulaiman 46 31 0 13 May 2021
Segmenter: Transformer for Semantic Segmentation Robin Strudel Ricardo Garcia Pinel Ivan Laptev Cordelia Schmid ViT 174 1,460 0 12 May 2021
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation Hu Cao Yueyue Wang Jieneng Chen Dongsheng Jiang Xiaopeng Zhang Qi Tian Manning Wang ViT MedIm 88 2,879 0 12 May 2021
CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification Chun-Fu Chen Quanfu Fan Yikang Shen ViT 68 1,469 0 27 Mar 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 402 21,347 0 25 Mar 2021
UNETR: Transformers for 3D Medical Image Segmentation Ali Hatamizadeh Yucheng Tang Vishwesh Nath Dong Yang Andriy Myronenko Bennett Landman H. Roth Daguang Xu ViT MedIm 162 1,594 0 18 Mar 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 487 3,709 0 24 Feb 2021
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Jeya Maria Jose Valanarasu Poojan Oza Ilker Hacihaliloglu Vishal M. Patel ViT MedIm 94 983 0 21 Feb 2021
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Jieneng Chen Yongyi Lu Qihang Yu Xiangde Luo Ehsan Adeli Yan Wang Le Lu Alan Yuille Yuyin Zhou ViT MedIm 90 3,449 0 08 Feb 2021
Tokens-to-Token ViT: Training Vision Transformers from Scratch on ImageNet Li-xin Yuan Yunpeng Chen Tao Wang Weihao Yu Yujun Shi Zihang Jiang Francis E. H. Tay Jiashi Feng Shuicheng Yan ViT 117 1,931 0 28 Jan 2021
Training data-efficient image transformers & distillation through attention Hugo Touvron Matthieu Cord Matthijs Douze Francisco Massa Alexandre Sablayrolles Hervé Jégou ViT 345 6,731 0 23 Dec 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 530 40,739 0 22 Oct 2020
Deformable DETR: Deformable Transformers for End-to-End Object Detection Xizhou Zhu Weijie Su Lewei Lu Bin Li Xiaogang Wang Jifeng Dai ViT 191 5,046 0 08 Oct 2020
KiU-Net: Towards Accurate Segmentation of Biomedical Images using Over-complete Representations Jeya Maria Jose Valanarasu Vishwanath A. Sindagi Ilker Hacihaliloglu Vishal M. Patel SSeg 56 157 0 08 Jun 2020
Domain Adaptive Relational Reasoning for 3D Multi-Organ Segmentation Shuhao Fu Yongyi Lu Yan Wang Yuyin Zhou Wei Shen Elliot K. Fishman Alan Yuille OOD 62 128 0 18 May 2020
UNet 3+: A Full-Scale Connected UNet for Medical Image Segmentation Huimin Huang Lanfen Lin Ruofeng Tong Hongjie Hu Qiaowei Zhang Yutaro Iwamoto Xianhua Han Yenwei Chen Jian Wu SSeg 56 1,790 0 19 Apr 2020
Semi-supervised few-shot learning for medical image segmentation A. Fayjie Reza Azad M. Pedersoli C. Kauffmann Ismail Ben Ayed Jose Dolz 91 63 0 18 Mar 2020
Multi-level Context Gating of Embedded Collective Knowledge for Medical Image Segmentation Maryam Asadi-Aghbolaghi Reza Azad M. Fathy Sergio Escalera SSeg 105 60 0 10 Mar 2020
On the Texture Bias for Few-Shot CNN Segmentation Reza Azad A. Fayjie C. Kauffmann Ismail Ben Ayed M. Pedersoli Jose Dolz SSeg 66 70 0 09 Mar 2020
Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions Reza Azad Maryam Asadi-Aghbolaghi M. Fathy Sergio Escalera SSeg MedIm 74 346 0 31 Aug 2019
Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC) Noel Codella V. Rotemberg P. Tschandl M. E. Celebi Stephen W. Dusza ... Aadi Kalloo Konstantinos Liopyris Michael Marchetti Harald Kittler Allan Halpern 97 1,184 0 09 Feb 2019
Panoptic Feature Pyramid Networks Alexander Kirillov Ross B. Girshick Kaiming He Piotr Dollár ISeg SSeg 108 1,285 0 08 Jan 2019
Attention Gated Networks: Learning to Leverage Salient Regions in Medical Images Jo Schlemper Ozan Oktay M. Schaap M. Heinrich Bernhard Kainz Ben Glocker Daniel Rueckert MedIm 64 1,464 0 22 Aug 2018
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 101 6,106 0 18 Jul 2018
Group Normalization Yuxin Wu Kaiming He 196 3,644 0 22 Mar 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 324 13,103 0 07 Feb 2018
Skin Lesion Analysis Toward Melanoma Detection: A Challenge at the 2017 International Symposium on Biomedical Imaging (ISBI), Hosted by the International Skin Imaging Collaboration (ISIC) Noel Codella D. Gutman M. E. Celebi Brian Helba Michael Marchetti ... Aadi Kalloo Konstantinos Liopyris N. Mishra Harald Kittler Allan Halpern 81 2,072 0 13 Oct 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 628 130,942 0 12 Jun 2017
Feature Pyramid Networks for Object Detection Nayeon Lee Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 437 22,040 0 09 Dec 2016
Pyramid Scene Parsing Network Hengshuang Zhao Jianping Shi Xiaojuan Qi Xiaogang Wang Jiaya Jia VOS SSeg 550 11,984 0 04 Dec 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 254 19,929 0 07 Oct 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 715 36,708 0 25 Aug 2016
A Unified Multi-scale Deep Convolutional Neural Network for Fast Object Detection Zhaowei Cai Quanfu Fan Rogerio Feris Nuno Vasconcelos ObjD 75 1,491 0 25 Jul 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 219 18,195 0 02 Jun 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 563 37,806 0 20 May 2016
Stacked Hourglass Networks for Human Pose Estimation Alejandro Newell Kaiyu Yang Jia Deng 3DH 115 5,024 0 22 Mar 2016