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Medical Image Segmentation Using Squeeze-and-Expansion Transformers
v1v2v3 (latest)

Medical Image Segmentation Using Squeeze-and-Expansion Transformers

International Joint Conference on Artificial Intelligence (IJCAI), 2021
20 May 2021
Shaohua Li
Xiuchao Sui
Xiangde Luo
Xinxing Xu
Yong Liu
Rick Siow Mong Goh
    ViTMedIm
ArXiv (abs)PDFHTMLGithub (227★)

Papers citing "Medical Image Segmentation Using Squeeze-and-Expansion Transformers"

50 / 55 papers shown
A Comprehensive Study on Medical Image Segmentation using Deep Neural Networks
A Comprehensive Study on Medical Image Segmentation using Deep Neural NetworksInternational Journal of Advanced Computer Science and Applications (IJACSA), 2025
Loan Dao
Ngoc Quoc Ly
343
11
0
04 Jun 2025
NestedMorph: Enhancing Deformable Medical Image Registration with Nested
  Attention Mechanisms
NestedMorph: Enhancing Deformable Medical Image Registration with Nested Attention MechanismsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024
Gurucharan Marthi Krishna Kumar
Janine Mendola
Amir Shmuel
MedIm
296
3
0
03 Oct 2024
D2-MLP: Dynamic Decomposed MLP Mixer for Medical Image Segmentation
D2-MLP: Dynamic Decomposed MLP Mixer for Medical Image SegmentationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024
Jin Yang
Xiaobing Yu
Peijie Qiu
MedIm
350
8
0
13 Sep 2024
Integrating Edge Information into Ground Truth for the Segmentation of
  the Optic Disc and Cup from Fundus Images
Integrating Edge Information into Ground Truth for the Segmentation of the Optic Disc and Cup from Fundus Images
Yoga Sri Varshan V
Hitesh Gupta Kattamuri
Subin Sahayam
Umarani Jayaraman
166
0
0
09 Aug 2024
Channel Boosted CNN-Transformer-based Multi-Level and Multi-Scale Nuclei
  Segmentation
Channel Boosted CNN-Transformer-based Multi-Level and Multi-Scale Nuclei Segmentation
Zunaira Rauf
Abdul Rehman Khan
Asifullah Khan
MedImViT
239
4
0
27 Jul 2024
Test-time generative augmentation for medical image segmentation
Test-time generative augmentation for medical image segmentation
Xiao Ma
Yuhui Tao
Zetian Zhang
Zexuan Ji
Xi Wang
Qiang Chen
Zexuan Ji
Yizhe Zhang
Qiang Chen
Guang Yang
MedIm
279
6
0
25 Jun 2024
Soft Dice Confidence: A Near-Optimal Confidence Estimator for Selective Prediction in Semantic Segmentation
Soft Dice Confidence: A Near-Optimal Confidence Estimator for Selective Prediction in Semantic Segmentation
Bruno Laboissiere Camargos Borges
Bruno Machado Pacheco
Danilo Silva
UQCV
369
0
0
16 Feb 2024
ScribFormer: Transformer Makes CNN Work Better for Scribble-based
  Medical Image Segmentation
ScribFormer: Transformer Makes CNN Work Better for Scribble-based Medical Image Segmentation
Zihan Li
Yuan Zheng
Dandan Shan
Shuzhou Yang
Qingde Li
Beizhan Wang
Yuan-ting Zhang
Qingqi Hong
Dinggang Shen
ViTMedIm
296
97
0
03 Feb 2024
Colorectal Polyp Segmentation in the Deep Learning Era: A Comprehensive
  Survey
Colorectal Polyp Segmentation in the Deep Learning Era: A Comprehensive Survey
Zhenyu Wu
Fengmao Lv
Chenglizhao Chen
Aimin Hao
Shuo Li
ELM
298
24
0
22 Jan 2024
Polyper: Boundary Sensitive Polyp Segmentation
Polyper: Boundary Sensitive Polyp SegmentationAAAI Conference on Artificial Intelligence (AAAI), 2023
Hao Shao
Yang Zhang
Qibin Hou
336
35
0
14 Dec 2023
An unsupervised approach towards promptable defect segmentation in
  laser-based additive manufacturing by Segment Anything
An unsupervised approach towards promptable defect segmentation in laser-based additive manufacturing by Segment Anything
Israt Zarin Era
Imtiaz Ahmed
Zhichao Liu
Srinjoy Das
408
6
0
07 Dec 2023
A Recent Survey of Vision Transformers for Medical Image Segmentation
A Recent Survey of Vision Transformers for Medical Image SegmentationIEEE Access (IEEE Access), 2023
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
ViTMedIm
441
56
0
01 Dec 2023
Spectro-ViT: A Vision Transformer Model for GABA-edited MRS
  Reconstruction Using Spectrograms
Spectro-ViT: A Vision Transformer Model for GABA-edited MRS Reconstruction Using Spectrograms
G. Dias
R. Berto
Mateus Oliveira
Lucas Ueda
S. Dertkigil
Paula D. P. Costa
Amirmohammad Shamaei
Roberto Souza
Ashley D. Harris
Letícia Rittner
205
0
0
26 Nov 2023
Multi Task Consistency Guided Source-Free Test-Time Domain Adaptation
  Medical Image Segmentation
Multi Task Consistency Guided Source-Free Test-Time Domain Adaptation Medical Image Segmentation
Yanyu Ye
Zhenxi Zhang
Wei Wei
Chunna Tian
261
3
0
18 Oct 2023
Transformers in Healthcare: A Survey
Transformers in Healthcare: A Survey
Subhash Nerella
S. Bandyopadhyay
Jiaqing Zhang
Miguel Contreras
Scott Siegel
...
Jessica Sena
B. Shickel
A. Bihorac
Kia Khezeli
Parisa Rashidi
MedImAI4CE
341
114
0
30 Jun 2023
CellViT: Vision Transformers for Precise Cell Segmentation and
  Classification
CellViT: Vision Transformers for Precise Cell Segmentation and Classification
Fabian Horst
Moritz Rempe
Lukas Heine
C. Seibold
J. Keyl
...
S. Ugurel
J. Siveke
Barbara Grünwald
Jan Egger
Jens Kleesiek
MedImViT
295
276
0
27 Jun 2023
Attention Mechanisms in Medical Image Segmentation: A Survey
Attention Mechanisms in Medical Image Segmentation: A Survey
Yutong Xie
Bing Yang
Qi Guan
Jianpeng Zhang
Qi Wu
Yong-quan Xia
ViTMedIm
272
51
0
29 May 2023
A bioinspired three-stage model for camouflaged object detection
A bioinspired three-stage model for camouflaged object detection
Tianyou Chen
Jin Xiao
Xiaoguang Hu
Guofeng Zhang
Shaojie Wang
307
0
0
22 May 2023
JOINEDTrans: Prior Guided Multi-task Transformer for Joint Optic
  Disc/Cup Segmentation and Fovea Detection
JOINEDTrans: Prior Guided Multi-task Transformer for Joint Optic Disc/Cup Segmentation and Fovea Detection
Huaqing He
Li Lin
Zhiyuan Cai
Pujin Cheng
Xiaoying Tang
ViTMedIm
255
8
0
19 May 2023
Squeeze Excitation Embedded Attention UNet for Brain Tumor Segmentation
Squeeze Excitation Embedded Attention UNet for Brain Tumor Segmentation
G. Prasanna
John Rohit Ernest
G. Lalitha
Sathiya Narayanan
184
5
0
13 May 2023
DIAMANT: Dual Image-Attention Map Encoders For Medical Image
  Segmentation
DIAMANT: Dual Image-Attention Map Encoders For Medical Image Segmentation
Yousef Yeganeh
Azade Farshad
Peter Weinberger
Seyed-Ahmad Ahmadi
Ehsan Adeli
Nassir Navab
ViTMedIm
221
0
0
28 Apr 2023
SwinCross: Cross-modal Swin Transformer for Head-and-Neck Tumor
  Segmentation in PET/CT Images
SwinCross: Cross-modal Swin Transformer for Head-and-Neck Tumor Segmentation in PET/CT ImagesMedical Physics (Lancaster) (Med. Phys.), 2023
Gary Y. Li
Junyu Chen
Se-In Jang
Kuang Gong
Shijie Zhao
ViTMedIm
241
25
0
08 Feb 2023
PAMI: partition input and aggregate outputs for model interpretation
PAMI: partition input and aggregate outputs for model interpretationPattern Recognition (Pattern Recogn.), 2023
Wei Shi
Wentao Zhang
Weishi Zheng
Ruixuan Wang
FAtt
458
5
0
07 Feb 2023
Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale
  Feature Fusion Approach
Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach
Reza Azad
Yiwei Jia
Ehsan Khodapanah Aghdam
Julien Cohen-Adad
Dorit Merhof
ViTMedIm
210
54
0
25 Jan 2023
Advances in Medical Image Analysis with Vision Transformers: A
  Comprehensive Review
Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review
Reza Azad
Amirhossein Kazerouni
Moein Heidari
Ehsan Khodapanah Aghdam
Amir Molaei
Yiwei Jia
Abin Jose
Rijo Roy
Dorit Merhof
MedImViT
461
365
0
09 Jan 2023
Vision Transformers in Medical Imaging: A Review
Vision Transformers in Medical Imaging: A Review
Emerald U. Henry
Onyeka Emebob
C. Omonhinmin
ViTMedIm
285
67
0
18 Nov 2022
Relative Attention-based One-Class Adversarial Autoencoder for
  Continuous Authentication of Smartphone Users
Relative Attention-based One-Class Adversarial Autoencoder for Continuous Authentication of Smartphone Users
Mingming Hu
Kun Zhang
Ruibang You
Bibo Tu
AAML
237
3
0
30 Oct 2022
Adversarial Transformer for Repairing Human Airway Segmentation
Adversarial Transformer for Repairing Human Airway SegmentationIEEE journal of biomedical and health informatics (IEEE JBHI), 2022
Zeyu Tang
Nan Yang
Simon Walsh
Guang Yang
ViTMedIm
208
18
0
21 Oct 2022
Valuing Vicinity: Memory attention framework for context-based semantic
  segmentation in histopathology
Valuing Vicinity: Memory attention framework for context-based semantic segmentation in histopathology
Oliver Ester
Fabian Horst
C. Seibold
J. Keyl
Saskia Ting
...
P. Ivanyi
Viktor Grünwald
J. Bräsen
Jan Egger
Jens Kleesiek
160
15
0
21 Oct 2022
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for
  Medical Image Segmentation
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image Segmentation
Zhendi Gong
Andrew P French
Guoping Qiu
Xin Chen
ViTMedIm
247
11
0
13 Oct 2022
UNesT: Local Spatial Representation Learning with Hierarchical
  Transformer for Efficient Medical Segmentation
UNesT: Local Spatial Representation Learning with Hierarchical Transformer for Efficient Medical Segmentation
Xin Yu
Qi Yang
Yinchi Zhou
L. Cai
Riqiang Gao
...
R. Abramson
Zizhao Zhang
Yuankai Huo
Bennett A. Landman
Yucheng Tang
ViTMedIm
302
0
0
28 Sep 2022
Localizing Anatomical Landmarks in Ocular Images using Zoom-In Attentive
  Networks
Localizing Anatomical Landmarks in Ocular Images using Zoom-In Attentive Networks
Xiaofeng Lei
Shaohua Li
Xinxing Xu
Huazhu Fu
Yong Liu
...
Mingrui Tan
Yanyu Xu
Jocelyn Hui Lin Goh
Rick Siow Mong Goh
Ching-Yu Cheng
251
1
0
25 Sep 2022
Accurate and Robust Lesion RECIST Diameter Prediction and Segmentation
  with Transformers
Accurate and Robust Lesion RECIST Diameter Prediction and Segmentation with TransformersInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022
Youbao Tang
Ning Zhang
Yirui Wang
Shenghua He
Mei Han
Jing Xiao
Ruei-Sung Lin
3DVMedIm
218
11
0
28 Aug 2022
3D Vision with Transformers: A Survey
3D Vision with Transformers: A Survey
Jean Lahoud
Jiale Cao
Fahad Shahbaz Khan
Hisham Cholakkal
Rao Muhammad Anwer
Salman Khan
Ming-Hsuan Yang
ViTMedIm
320
44
0
08 Aug 2022
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical
  Image Segmentation
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation
Reza Azad
Moein Heidari
M. Shariatnia
Ehsan Khodapanah Aghdam
Sanaz Karimijafarbigloo
Ehsan Adeli
Dorit Merhof
ViTMedIm
288
164
0
01 Aug 2022
MMOTU: A Multi-Modality Ovarian Tumor Ultrasound Image Dataset for
  Unsupervised Cross-Domain Semantic Segmentation
MMOTU: A Multi-Modality Ovarian Tumor Ultrasound Image Dataset for Unsupervised Cross-Domain Semantic Segmentation
Qi Zhao
Shuchang Lyu
Wenpei Bai
Linghan Cai
Binghao Liu
Guangliang Cheng
Meijing Wu
Xiubo Sang
Min Yang
Lijiang Chen
270
24
0
14 Jul 2022
Vision Transformers: State of the Art and Research Challenges
Vision Transformers: State of the Art and Research Challenges
Bo-Kai Ruan
Hong-Han Shuai
Wen-Huang Cheng
ViT
203
36
0
07 Jul 2022
BATFormer: Towards Boundary-Aware Lightweight Transformer for Efficient
  Medical Image Segmentation
BATFormer: Towards Boundary-Aware Lightweight Transformer for Efficient Medical Image SegmentationIEEE journal of biomedical and health informatics (IEEE JBHI), 2022
Xian Lin
Li Yu
Kwang-Ting Cheng
Zengqiang Yan
ViTMedIm
380
55
0
29 Jun 2022
MetaFed: Federated Learning among Federations with Cyclic Knowledge
  Distillation for Personalized Healthcare
MetaFed: Federated Learning among Federations with Cyclic Knowledge Distillation for Personalized HealthcareIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022
Yiqiang Chen
Wang Lu
Xin Qin
Yongfeng Zhang
Xing Xie
FedML
395
101
0
17 Jun 2022
Transforming medical imaging with Transformers? A comparative review of
  key properties, current progresses, and future perspectives
Transforming medical imaging with Transformers? A comparative review of key properties, current progresses, and future perspectives
Jun Li
Junyu Chen
Yucheng Tang
Ce Wang
Bennett A. Landman
S. K. Zhou
ViTOODMedIm
537
182
0
02 Jun 2022
A survey on attention mechanisms for medical applications: are we moving
  towards better algorithms?
A survey on attention mechanisms for medical applications: are we moving towards better algorithms?IEEE Access (IEEE Access), 2022
Tiago Gonçalves
Isabel Rio-Torto
Luís F. Teixeira
J. S. Cardoso
OODMedIm
278
58
0
26 Apr 2022
3D Shuffle-Mixer: An Efficient Context-Aware Vision Learner of
  Transformer-MLP Paradigm for Dense Prediction in Medical Volume
3D Shuffle-Mixer: An Efficient Context-Aware Vision Learner of Transformer-MLP Paradigm for Dense Prediction in Medical VolumeIEEE Transactions on Medical Imaging (IEEE TMI), 2022
Jianye Pang
Cheng Jiang
Yihao Chen
Jianbo Chang
M. Feng
Renzhi Wang
Jianhua Yao
ViTMedIm
217
13
0
14 Apr 2022
CRAFT: Cross-Attentional Flow Transformer for Robust Optical Flow
CRAFT: Cross-Attentional Flow Transformer for Robust Optical FlowComputer Vision and Pattern Recognition (CVPR), 2022
Xiuchao Sui
Shaohua Li
Xue Geng
Yan Wu
Xinxing Xu
Yong Liu
Rick Siow Mong Goh
Erik Cambria
ViT
285
133
0
31 Mar 2022
Video Polyp Segmentation: A Deep Learning Perspective
Video Polyp Segmentation: A Deep Learning PerspectiveMachine Intelligence Research (MIR), 2022
Ge-Peng Ji
Guobao Xiao
Yu-Cheng Chou
Deng-Ping Fan
Kai Zhao
Geng Chen
Luc Van Gool
456
162
0
27 Mar 2022
Recent Advances in Vision Transformer: A Survey and Outlook of Recent
  Work
Recent Advances in Vision Transformer: A Survey and Outlook of Recent Work
Khawar Islam
ViT
551
75
0
03 Mar 2022
JOINED : Prior Guided Multi-task Learning for Joint Optic Disc/Cup
  Segmentation and Fovea Detection
JOINED : Prior Guided Multi-task Learning for Joint Optic Disc/Cup Segmentation and Fovea DetectionInternational Conference on Medical Imaging with Deep Learning (MIDL), 2022
Huaqing He
Li Lin
Zhiyuan Cai
Xiaoying Tang
279
12
0
01 Mar 2022
GAMMA Challenge:Glaucoma grAding from Multi-Modality imAges
GAMMA Challenge:Glaucoma grAding from Multi-Modality imAges
Junde Wu
Huihui Fang
Fei Li
Huazhu Fu
Fengbin Lin
...
Q. Hu
Hrvoje Bogunović
J. Orlando
Xiulan Zhang
Yanwu Xu
277
98
0
14 Feb 2022
Transformers in Medical Imaging: A Survey
Transformers in Medical Imaging: A Survey
Fahad Shamshad
Salman Khan
Syed Waqas Zamir
Muhammad Haris Khan
Munawar Hayat
Fahad Shahbaz Khan
Huazhu Fu
ViTLM&MAMedIm
424
1,077
0
24 Jan 2022
TransMorph: Transformer for unsupervised medical image registration
TransMorph: Transformer for unsupervised medical image registration
Junyu Chen
Eric C. Frey
Yufan He
W. Paul Segars
Ye Li
Yong Du
ViTMedIm
850
574
0
19 Nov 2021
Vision Transformer Hashing for Image Retrieval
Vision Transformer Hashing for Image RetrievalIEEE International Conference on Multimedia and Expo (ICME), 2021
S. Dubey
S. Singh
Wei Chu
ViT
245
69
0
26 Sep 2021
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