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Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors
  in MRI Images

Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images

4 January 2022
Ali Hatamizadeh
V. Nath
Yucheng Tang
Dong Yang
H. Roth
Daguang Xu
    ViTMedIm
ArXiv (abs)PDFHTML

Papers citing "Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images"

50 / 423 papers shown
Title
Progressive Test Time Energy Adaptation for Medical Image Segmentation
Progressive Test Time Energy Adaptation for Medical Image Segmentation
Xiaoran Zhang
Byung-Woo Hong
Hyoungseob Park
Daniel H. Pak
Anne-Marie Rickmann
Lawrence H. Staib
James S. Duncan
Alex Wong
OODMedIm
91
0
0
20 Mar 2025
Federated Continual 3D Segmentation With Single-round Communication
Federated Continual 3D Segmentation With Single-round Communication
Can Peng
Qianhui Men
Pramit Saha
Qianye Yang
Cheng Ouyang
J. A. Noble
FedML
83
0
0
19 Mar 2025
RoMedFormer: A Rotary-Embedding Transformer Foundation Model for 3D Genito-Pelvic Structure Segmentation in MRI and CT
RoMedFormer: A Rotary-Embedding Transformer Foundation Model for 3D Genito-Pelvic Structure Segmentation in MRI and CT
Yuheng Li
Mingzhe Hu
Richard L. J. Qiu
Maria Thor
Andre Williams
Deborah Marshall
Xiaofeng Yang
MedIm
106
0
0
18 Mar 2025
MSWAL: 3D Multi-class Segmentation of Whole Abdominal Lesions Dataset
MSWAL: 3D Multi-class Segmentation of Whole Abdominal Lesions Dataset
Zhaodong Wu
Qiaochu Zhao
Ming Hu
Yulong Li
Haochen Xue
...
Junjun He
Yu Qiao
Zhong Zheng
Feilong Tang
Jionglong Su
107
1
0
17 Mar 2025
Deep Learning-Based Automated Workflow for Accurate Segmentation and Measurement of Abdominal Organs in CT Scans
Praveen Shastry
Ashok Sharma
Kavya Mohan
Naveen Kumarasami
Anandakumar D
Mounigasri M
Keerthana R
Kishore Prasath Venkatesh
Bargava Subramanian
Kalyan Sivasailam
125
1
0
13 Mar 2025
Interactive Tumor Progression Modeling via Sketch-Based Image Editing
Gexin Huang
Ruinan Jin
Yucheng Tang
Can Zhao
Tatsuya Harada
Xiaoxiao Li
Gu Lin
MedIm
88
2
0
10 Mar 2025
Towards a Multimodal MRI-Based Foundation Model for Multi-Level Feature Exploration in Segmentation, Molecular Subtyping, and Grading of Glioma
Somayeh Farahani
Marjaneh Hejazi
A. Di Ieva
Emad Fatemizadeh
Sidong Liu
92
0
0
10 Mar 2025
Task-oriented Uncertainty Collaborative Learning for Label-Efficient Brain Tumor Segmentation
Zhenxuan Zhang
Hongjie Wu
Jiahao Huang
Baihong Xie
Zhifan Gao
Junxian Du
Pete Lally
Guang Yang
96
0
0
07 Mar 2025
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation
Tassilo Wald
Saikat Roy
Fabian Isensee
Constantin Ulrich
Sebastian Ziegler
D. Trofimova
Raphael Stock
Michael Baumgartner
Gregor Köhler
Klaus H. Maier-Hein
ViTMedIm
79
1
0
03 Mar 2025
Comprehensive Evaluation of OCT-based Automated Segmentation of Retinal Layer, Fluid and Hyper-Reflective Foci: Impact on Diabetic Retinopathy Severity Assessment
Comprehensive Evaluation of OCT-based Automated Segmentation of Retinal Layer, Fluid and Hyper-Reflective Foci: Impact on Diabetic Retinopathy Severity Assessment
S. Chen
D. Ma
M. Raviselvan
S. Sundaramoorthy
K. Popuri
M. J. Ju
M. V. Sarunic
D. Ratra
M. F. Beg
115
0
0
03 Mar 2025
Boundary-Emphasized Weight Maps for Distal Airway Segmentation
Ali Keshavarzi
Elsa Angelini
57
0
0
28 Feb 2025
SST-DUNet: Automated preclinical functional MRI skull stripping using Smart Swin Transformer and Dense UNet
SST-DUNet: Automated preclinical functional MRI skull stripping using Smart Swin Transformer and Dense UNet
Sima Soltanpour
Rachel Utama
Arnold Chang
Md Taufiq Nasseef
Dan Madularu
Praveen Kulkarni
Craig Ferris
Chris Joslin
118
0
0
27 Feb 2025
M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image Segmentation
M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image Segmentation
B. Shirokikh
Anvar Kurmukov
Mariia Donskova
Valentin Samokhin
Mikhail Belyaev
Ivan Oseledets
OOD
96
0
0
24 Feb 2025
Anatomy-Informed Deep Learning and Radiomics for Automated Neurofibroma Segmentation in Whole-Body MRI
Anatomy-Informed Deep Learning and Radiomics for Automated Neurofibroma Segmentation in Whole-Body MRI
Georgii Kolokolnikov
Marie-Lena Schmalhofer
Lennart Well
Said Farschtschi
Victor-Felix Mautner
Inka Ristow
Rene Werner
AI4CE
79
0
0
24 Feb 2025
QMaxViT-Unet+: A Query-Based MaxViT-Unet with Edge Enhancement for Scribble-Supervised Segmentation of Medical Images
QMaxViT-Unet+: A Query-Based MaxViT-Unet with Edge Enhancement for Scribble-Supervised Segmentation of Medical Images
Thien B. Nguyen-Tat
Hoang-An Vo
Phuoc-Sang Dang
158
1
0
17 Feb 2025
Is Long Range Sequential Modeling Necessary For Colorectal Tumor Segmentation?
Is Long Range Sequential Modeling Necessary For Colorectal Tumor Segmentation?
Abhishek Srivastava
Koushik Biswas
Gorkem Durak
Gulsah Ozden
Mustafa Adli
Ulas Bagci
Mamba3DV
112
0
0
10 Feb 2025
FunduSAM: A Specialized Deep Learning Model for Enhanced Optic Disc and Cup Segmentation in Fundus Images
Jinchen Yu
Yongwei Nie
Fei Qi
Wenxiong Liao
Hongmin Cai
MedIm
94
1
0
10 Feb 2025
Self-Prompt SAM: Medical Image Segmentation via Automatic Prompt SAM Adaptation
Self-Prompt SAM: Medical Image Segmentation via Automatic Prompt SAM Adaptation
Bin Xie
Hao Tang
Dawen Cai
Yan Yan
Gady Agam
MedImVLM
155
2
0
02 Feb 2025
Motion-enhancement to Echocardiography Segmentation via Inserting a Temporal Attention Module: An Efficient, Adaptable, and Scalable Approach
M. Hasan
Guang Yang
Choon Hwai Yap
86
0
0
28 Jan 2025
Revisiting CLIP: Efficient Alignment of 3D MRI and Tabular Data using Domain-Specific Foundation Models
Revisiting CLIP: Efficient Alignment of 3D MRI and Tabular Data using Domain-Specific Foundation Models
Jakob Krogh Petersen
Valdemar Licht
Mads Nielsen
Asbjørn Munk
VLM
90
0
0
23 Jan 2025
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks?
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks?
Wenxuan Li
Alan Yuille
Zongwei Zhou
MedIm
148
10
0
20 Jan 2025
A Comprehensive Survey of Foundation Models in Medicine
A Comprehensive Survey of Foundation Models in Medicine
Wasif Khan
Seowung Leem
Kyle B. See
Joshua K. Wong
Shaoting Zhang
R. Fang
AI4CELM&MAVLM
282
27
0
17 Jan 2025
Few-Shot Adaptation of Training-Free Foundation Model for 3D Medical Image Segmentation
Few-Shot Adaptation of Training-Free Foundation Model for 3D Medical Image Segmentation
Xingxin He
Yifan Hu
Zhaoye Zhou
Mohamed Jarraya
Fang Liu
VLMMedIm
105
2
0
17 Jan 2025
Self Pre-training with Adaptive Mask Autoencoders for Variable-Contrast 3D Medical Imaging
Self Pre-training with Adaptive Mask Autoencoders for Variable-Contrast 3D Medical Imaging
Badhan Kumar Das
Gengyan Zhao
Han Liu
Thomas J. Re
Dorin Comaniciu
Eli Gibson
Andreas Maier
ViTMedIm
115
1
0
15 Jan 2025
Introducing 3D Representation for Medical Image Volume-to-Volume Translation via Score Fusion
Introducing 3D Representation for Medical Image Volume-to-Volume Translation via Score Fusion
Xiyue Zhu
Dou Hoon Kwark
Ruike Zhu
Kaiwen Hong
Yiqi Tao
Shirui Luo
Yudu Li
Zhi-Pei Liang
Volodymyr V. Kindratenko
MedIm
100
0
0
13 Jan 2025
KM-UNet KAN Mamba UNet for medical image segmentation
Yibo Zhang
Mamba
85
0
0
05 Jan 2025
Conformable Convolution for Topologically Aware Learning of Complex Anatomical Structures
Conformable Convolution for Topologically Aware Learning of Complex Anatomical Structures
Yousef Yeganeh
Rui Xiao
Goktug Guvercin
Nassir Navab
Azade Farshad
MedIm
76
0
0
31 Dec 2024
Label-Efficient Data Augmentation with Video Diffusion Models for Guidewire Segmentation in Cardiac Fluoroscopy
Label-Efficient Data Augmentation with Video Diffusion Models for Guidewire Segmentation in Cardiac Fluoroscopy
Shaoyan Pan
Yikang Liu
Lin Zhao
Eric Z. Chen
Xiao Chen
Terrence Chen
Shanhui Sun
VGenMedIm
187
0
0
20 Dec 2024
Parameter-efficient Fine-tuning for improved Convolutional Baseline for
  Brain Tumor Segmentation in Sub-Saharan Africa Adult Glioma Dataset
Parameter-efficient Fine-tuning for improved Convolutional Baseline for Brain Tumor Segmentation in Sub-Saharan Africa Adult Glioma Dataset
Bijay Adhikari
Pratibha Kulung
Jakesh Bohaju
Laxmi Kanta Poudel
Confidence Raymond
Dong Zhang
U. Anazodo
Bishesh Khanal
M. Shakya
114
1
0
18 Dec 2024
Language-guided Medical Image Segmentation with Target-informed Multi-level Contrastive Alignments
Language-guided Medical Image Segmentation with Target-informed Multi-level Contrastive Alignments
Mingjian Li
Mingyuan Meng
Shuchang Ye
David Dagan Feng
Lei Bi
Jinman Kim
135
0
0
18 Dec 2024
HResFormer: Hybrid Residual Transformer for Volumetric Medical Image
  Segmentation
HResFormer: Hybrid Residual Transformer for Volumetric Medical Image Segmentation
Sucheng Ren
Xiaomeng Li
MedIm
100
3
0
16 Dec 2024
Detecting Daily Living Gait Amid Huntington's Disease Chorea using a
  Foundation Deep Learning Model
Detecting Daily Living Gait Amid Huntington's Disease Chorea using a Foundation Deep Learning Model
Dafna Schwartz
Lori Quinn
Nora E. Fritz
Lisa M. Muratori
Jeffery M. Hausdorff
Ran Gilad Bachrach
106
0
0
15 Dec 2024
A4-Unet: Deformable Multi-Scale Attention Network for Brain Tumor
  Segmentation
A4-Unet: Deformable Multi-Scale Attention Network for Brain Tumor Segmentation
Ruoxin Wang
Tianyi Tang
Haiming Du
Yuxuan Cheng
Yu Wang
Lingjie Yang
Xiaohui Duan
Yunfang Yu
Yu Zhou
Donglong Chen
106
0
0
08 Dec 2024
Automatic Prediction of Stroke Treatment Outcomes: Latest Advances and
  Perspectives
Automatic Prediction of Stroke Treatment Outcomes: Latest Advances and Perspectives
Zeynel A. Samak
Philip Clatworthy
Majid Mirmehdi
137
2
0
06 Dec 2024
Medical Multimodal Foundation Models in Clinical Diagnosis and
  Treatment: Applications, Challenges, and Future Directions
Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions
Kai Sun
Siyan Xue
F. Sun
Haoran Sun
Yu-Juan Luo
...
Xinzhou Wang
Lei Yang
Shuo Jin
Jun Yan
Jiahong Dong
AI4CE
146
2
0
03 Dec 2024
Enhancing Crop Segmentation in Satellite Image Time Series with
  Transformer Networks
Enhancing Crop Segmentation in Satellite Image Time Series with Transformer Networks
I. Gallo
Mattia Gatti
Nicola Landro
Christian Loschiavo
Mirco Boschetti
Riccardo La Grassa
ViT
83
2
0
02 Dec 2024
An Ensemble Approach for Brain Tumor Segmentation and Synthesis
An Ensemble Approach for Brain Tumor Segmentation and Synthesis
Juampablo Heras Rivera
Agamdeep Chopra
Tianyi Ren
Hitender Oswal
Yutong Pan
...
Akshay Jaikanth
Pavan Kancharla
Jacob Ruzevick
Daniela Ushizima
Mehmet Kurt
141
2
0
26 Nov 2024
vesselFM: A Foundation Model for Universal 3D Blood Vessel Segmentation
vesselFM: A Foundation Model for Universal 3D Blood Vessel Segmentation
Bastian Wittmann
Yannick Wattenberg
Tamaz Amiranashvili
Suprosanna Shit
Bjoern Menze
170
4
0
26 Nov 2024
Glo-In-One-v2: Holistic Identification of Glomerular Cells, Tissues, and
  Lesions in Human and Mouse Histopathology
Glo-In-One-v2: Holistic Identification of Glomerular Cells, Tissues, and Lesions in Human and Mouse Histopathology
Lining Yu
Mengmeng Yin
Ruining Deng
Quan Liu
Tianyuan Yao
...
Yu Wang
Yaohong Wang
Shilin Zhao
Haichun Yang
Yuankai Huo
134
0
0
25 Nov 2024
MulModSeg: Enhancing Unpaired Multi-Modal Medical Image Segmentation
  with Modality-Conditioned Text Embedding and Alternating Training
MulModSeg: Enhancing Unpaired Multi-Modal Medical Image Segmentation with Modality-Conditioned Text Embedding and Alternating Training
Chengyin Li
Hui Zhu
Rafi Ibn Sultan
H. Bagher-Ebadian
Prashant Khanduri
Chetty Indrin
Kundan Thind
Dongxiao Zhu
MedIm
129
2
0
23 Nov 2024
Personalize to generalize: Towards a universal medical multi-modality
  generalization through personalization
Personalize to generalize: Towards a universal medical multi-modality generalization through personalization
Zhaorui Tan
Xi Yang
Tan Pan
Tianyi Liu
Chen Jiang
...
Qiufeng Wang
Anh Nguyen
Yuan Qi
K. Huang
Yuan Cheng
AI4CELM&MA
75
1
0
09 Nov 2024
Improved Multi-Task Brain Tumour Segmentation with Synthetic Data
  Augmentation
Improved Multi-Task Brain Tumour Segmentation with Synthetic Data Augmentation
André Ferreira
Tiago Jesus
B. Puladi
Jens Kleesiek
Victor Alves
Jan Egger
81
2
0
07 Nov 2024
MBDRes-U-Net: Multi-Scale Lightweight Brain Tumor Segmentation Network
MBDRes-U-Net: Multi-Scale Lightweight Brain Tumor Segmentation Network
Longfeng Shen
Yanqi Hou
Jiacong Chen
Liangjin Diao
Yaxi Duan
40
0
0
04 Nov 2024
Continuous and complete liver vessel segmentation with graph-attention guided diffusion
Continuous and complete liver vessel segmentation with graph-attention guided diffusion
Xiaotong Zhang
Alexander Broersen
Gonnie CM van Erp
S. Pintea
J. Dijkstra
MedIm
39
0
0
01 Nov 2024
IO Transformer: Evaluating SwinV2-Based Reward Models for Computer
  Vision
IO Transformer: Evaluating SwinV2-Based Reward Models for Computer Vision
Maxwell Meyer
Jack Spruyt
ViT
36
0
0
31 Oct 2024
Compositional Segmentation of Cardiac Images Leveraging Metadata
Compositional Segmentation of Cardiac Images Leveraging Metadata
Abbas Khan
Muhammad Asad
Martin Benning
C. Roney
Gregory Slabaugh
83
0
0
30 Oct 2024
Revisiting MAE pre-training for 3D medical image segmentation
Revisiting MAE pre-training for 3D medical image segmentation
Tassilo Wald
Constantin Ulrich
Stanislav Lukyanenko
Andrei Goncharov
Alberto Paderno
Leander Maerkisch
Paul F. Jäger
Paul F. Jäger
Klaus Maier-Hein
127
2
0
30 Oct 2024
MAPUNetR: A Hybrid Vision Transformer and U-Net Architecture for
  Efficient and Interpretable Medical Image Segmentation
MAPUNetR: A Hybrid Vision Transformer and U-Net Architecture for Efficient and Interpretable Medical Image Segmentation
Ovais Iqbal Shah
Danish Raza Rizvi
Aqib Nazir Mir
ViTMedIm
72
1
0
29 Oct 2024
FANCL: Feature-Guided Attention Network with Curriculum Learning for
  Brain Metastases Segmentation
FANCL: Feature-Guided Attention Network with Curriculum Learning for Brain Metastases Segmentation
Zijiang Liu
Xiaoyu Liu
Linhao Qu
Yonghong Shi
MedIm
87
0
0
29 Oct 2024
Every Component Counts: Rethinking the Measure of Success for Medical
  Semantic Segmentation in Multi-Instance Segmentation Tasks
Every Component Counts: Rethinking the Measure of Success for Medical Semantic Segmentation in Multi-Instance Segmentation Tasks
A. Jaus
C. Seibold
Simon Reiß
Zdravko Marinov
Keyi Li
Zeling Ye
Stefan Krieg
Jens Kleesiek
Rainer Stiefelhagen
44
0
0
24 Oct 2024
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