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The Medical Segmentation Decathlon

The Medical Segmentation Decathlon

10 June 2021
Michela Antonelli
Annika Reinke
Spyridon Bakas
Keyvan Farahani
AnnetteKopp-Schneider
Bennett A. Landman
G. Litjens
Bjoern H. Menze
Olaf Ronneberger
Ronald M.Summers
Bram van Ginneken
Michel Bilello
Patrick Bilic
P. Christ
Richard K G Do
M. Gollub
S. Heckers
Henkjan Huisman
William R. Jarnagin
M. McHugo
S. Napel
Jennifer S. Goli Pernicka
K. Rhode
C. Tobon-Gomez
Eugene Vorontsov
Henkjan Huisman
J. Meakin
Sebastien Ourselin
Manuel Wiesenfarth
Pablo Arbelaez
Byeonguk Bae
Sihong Chen
Laura Alexandra Daza
Jian-Jun Feng
Baochun He
Fabian Isensee
Yuanfeng Ji
F. Jia
Namkug Kim
Ildoo Kim
Dorit Merhof
A. Pai
Beomhee Park
Mathias Perslev
R. Rezaiifar
Oliver Rippel
Ignacio Sarasua
Wei Shen
Jaemin Son
Christian Wachinger
Liansheng Wang
Yan Wang
Yingda Xia
Daguang Xu
Zhanwei Xu
Yefeng Zheng
Amber L. Simpson
Lena Maier-Hein
M. Jorge Cardoso
    OOD
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Papers citing "The Medical Segmentation Decathlon"

50 / 395 papers shown
Title
Progressive Growing of Patch Size: Resource-Efficient Curriculum
  Learning for Dense Prediction Tasks
Progressive Growing of Patch Size: Resource-Efficient Curriculum Learning for Dense Prediction Tasks
Stefan M. Fischer
Lina Felsner
Richard Osuala
Johannes Kiechle
Daniel M. Lang
J. Peeken
Julia A. Schnabel
32
3
0
10 Jul 2024
SAM-Med3D-MoE: Towards a Non-Forgetting Segment Anything Model via
  Mixture of Experts for 3D Medical Image Segmentation
SAM-Med3D-MoE: Towards a Non-Forgetting Segment Anything Model via Mixture of Experts for 3D Medical Image Segmentation
Guoan Wang
Jin Ye
Junlong Cheng
Tianbin Li
Zhaolin Chen
Jianfei Cai
Junjun He
Bohan Zhuang
MedIm
49
6
0
06 Jul 2024
SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images
SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images
Weiyi Xie
Nathalie Willems
Shubham Patil
Yang Li
Mayank Kumar
54
13
0
05 Jul 2024
Multimodal Data Integration for Precision Oncology: Challenges and
  Future Directions
Multimodal Data Integration for Precision Oncology: Challenges and Future Directions
Huajun Zhou
Fengtao Zhou
Chenyu Zhao
Yingxue Xu
Luyang Luo
Hao Chen
32
5
0
28 Jun 2024
Robustness Testing of Black-Box Models Against CT Degradation Through
  Test-Time Augmentation
Robustness Testing of Black-Box Models Against CT Degradation Through Test-Time Augmentation
Jack Highton
Quok Zong Chong
Samuel Finestone
A. Beqiri
Julia A. Schnabel
K. Bhatia
OOD
31
1
0
27 Jun 2024
Rethinking Abdominal Organ Segmentation (RAOS) in the clinical scenario:
  A robustness evaluation benchmark with challenging cases
Rethinking Abdominal Organ Segmentation (RAOS) in the clinical scenario: A robustness evaluation benchmark with challenging cases
Xiangde Luo
Zihan Li
Shaoting Zhang
Wenjun Liao
Guotai Wang
OOD
27
4
0
19 Jun 2024
Feasibility of Federated Learning from Client Databases with Different
  Brain Diseases and MRI Modalities
Feasibility of Federated Learning from Client Databases with Different Brain Diseases and MRI Modalities
Felix Wagner
Wentian Xu
Pramit Saha
Ziyun Liang
Daniel Whitehouse
David Menon
Virginia Newcombe
Natalie Voets
J. A. Noble
Konstantinos Kamnitsas
49
4
0
17 Jun 2024
Self Pre-training with Topology- and Spatiality-aware Masked
  Autoencoders for 3D Medical Image Segmentation
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
BrainFounder: Towards Brain Foundation Models for Neuroimage Analysis
BrainFounder: Towards Brain Foundation Models for Neuroimage Analysis
Joseph Cox
Peng Liu
Skylar E. Stolte
Yunchao Yang
Kang Liu
Kyle B. See
Huiwen Ju
Ruogu Fang
MedIm
26
13
0
14 Jun 2024
CAT: Coordinating Anatomical-Textual Prompts for Multi-Organ and Tumor
  Segmentation
CAT: Coordinating Anatomical-Textual Prompts for Multi-Organ and Tumor Segmentation
Zhongzhen Huang
Yankai Jiang
Rongzhao Zhang
Shaoting Zhang
Xiaofan Zhang
MedIm
70
4
0
11 Jun 2024
Medical Vision Generalist: Unifying Medical Imaging Tasks in Context
Medical Vision Generalist: Unifying Medical Imaging Tasks in Context
Sucheng Ren
Xiaoke Huang
Xianhang Li
Junfei Xiao
Jieru Mei
Zeyu Wang
Alan Yuille
Yuyin Zhou
MedIm
48
7
0
08 Jun 2024
The ULS23 Challenge: a Baseline Model and Benchmark Dataset for 3D
  Universal Lesion Segmentation in Computed Tomography
The ULS23 Challenge: a Baseline Model and Benchmark Dataset for 3D Universal Lesion Segmentation in Computed Tomography
M.J.J. de Grauw
E.Th. Scholten
E. J. Smit
M.J.C.M. Rutten
M. Prokop
B. V. Ginneken
A. Hering
3DV
35
7
0
07 Jun 2024
XctDiff: Reconstruction of CT Images with Consistent Anatomical
  Structures from a Single Radiographic Projection Image
XctDiff: Reconstruction of CT Images with Consistent Anatomical Structures from a Single Radiographic Projection Image
Qingze Bai
Tiange Liu
Zhi Liu
Yubing Tong
Drew Torigian
Jayaram K. Udupa
MedIm
45
1
0
07 Jun 2024
Data-Centric Label Smoothing for Explainable Glaucoma Screening from Eye
  Fundus Images
Data-Centric Label Smoothing for Explainable Glaucoma Screening from Eye Fundus Images
Adrian Galdran
M. A. G. Ballester
31
0
0
06 Jun 2024
Comparative Benchmarking of Failure Detection Methods in Medical Image
  Segmentation: Unveiling the Role of Confidence Aggregation
Comparative Benchmarking of Failure Detection Methods in Medical Image Segmentation: Unveiling the Role of Confidence Aggregation
M. Zenk
David Zimmerer
Fabian Isensee
Jeremias Traub
T. Norajitra
Paul F. Jäger
Klaus H. Maier-Hein
51
4
0
05 Jun 2024
FreeTumor: Advance Tumor Segmentation via Large-Scale Tumor Synthesis
FreeTumor: Advance Tumor Segmentation via Large-Scale Tumor Synthesis
Linshan Wu
Jiaxin Zhuang
Xuefeng Ni
Hao Chen
MedIm
36
12
0
03 Jun 2024
Cross-Dimensional Medical Self-Supervised Representation Learning Based
  on a Pseudo-3D Transformation
Cross-Dimensional Medical Self-Supervised Representation Learning Based on a Pseudo-3D Transformation
Fei Gao
Siwen Wang
Fandong Zhang
Hong-Yu Zhou
Yizhou Wang
Chu-ran Wang
Gang Yu
Yizhou Yu
25
0
0
03 Jun 2024
Universal and Extensible Language-Vision Models for Organ Segmentation
  and Tumor Detection from Abdominal Computed Tomography
Universal and Extensible Language-Vision Models for Organ Segmentation and Tumor Detection from Abdominal Computed Tomography
Jie Liu
Yixiao Zhang
Kang Wang
Mehmet Can Yavuz
Xiaoxi Chen
...
Haoliang Li
Yang Yang
Alan L. Yuille
Yucheng Tang
Zongwei Zhou
MedIm
VLM
40
16
0
28 May 2024
SE3D: A Framework For Saliency Method Evaluation In 3D Imaging
SE3D: A Framework For Saliency Method Evaluation In 3D Imaging
Mariusz Wi'sniewski
Loris Giulivi
Giacomo Boracchi
29
1
0
23 May 2024
BrainMorph: A Foundational Keypoint Model for Robust and Flexible Brain
  MRI Registration
BrainMorph: A Foundational Keypoint Model for Robust and Flexible Brain MRI Registration
Alan Q. Wang
Rachit Saluja
Heejong Kim
Xinzi He
Adrian V. Dalca
M. Sabuncu
37
3
0
22 May 2024
Self-Supervised Modality-Agnostic Pre-Training of Swin Transformers
Self-Supervised Modality-Agnostic Pre-Training of Swin Transformers
Abhiroop Talasila
M. Maity
U. Priyakumar
OOD
ViT
MedIm
28
0
0
21 May 2024
Large-Scale Multi-Center CT and MRI Segmentation of Pancreas with Deep
  Learning
Large-Scale Multi-Center CT and MRI Segmentation of Pancreas with Deep Learning
Zheyuan Zhang
Elif Keles
Gorkem Durak
Yavuz Taktak
Onkar Susladkar
...
Cemal Yazici
T. Tirkes
B. Turkbey
Michael B. Wallace
Ulas Bagci
OOD
25
0
0
20 May 2024
Content-Based Image Retrieval for Multi-Class Volumetric Radiology
  Images: A Benchmark Study
Content-Based Image Retrieval for Multi-Class Volumetric Radiology Images: A Benchmark Study
Farnaz Khun Jush
Steffen Vogler
Tuan Truong
Matthias Lenga
42
2
0
15 May 2024
MDNet: Multi-Decoder Network for Abdominal CT Organs Segmentation
MDNet: Multi-Decoder Network for Abdominal CT Organs Segmentation
Debesh Jha
Nikhil Kumar Tomar
Koushik Biswas
Gorkem Durak
M. Antalek
...
Alpay Medetalibeyoglu
Yury Velichko
Daniela Ladner
Amir Borhani
Ulas Bagci
MedIm
27
1
0
10 May 2024
Implantable Adaptive Cells: A Novel Enhancement for Pre-Trained U-Nets in Medical Image Segmentation
Implantable Adaptive Cells: A Novel Enhancement for Pre-Trained U-Nets in Medical Image Segmentation
Emil Benedykciuk
Marcin Denkowski
Grzegorz Wójcik
34
0
0
06 May 2024
I$^3$Net: Inter-Intra-slice Interpolation Network for Medical Slice
  Synthesis
I3^33Net: Inter-Intra-slice Interpolation Network for Medical Slice Synthesis
Haofei Song
Xintian Mao
Jing Yu
Qingli Li
Yan Wang
OOD
48
1
0
05 May 2024
Implicit Neural Representations for Robust Joint Sparse-View CT
  Reconstruction
Implicit Neural Representations for Robust Joint Sparse-View CT Reconstruction
Jiayang Shi
Junyi Zhu
D. Pelt
K. Batenburg
Matthew B. Blaschko
35
3
0
03 May 2024
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and
  Beyond: A Survey
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey
Rokas Gipiškis
Chun-Wei Tsai
Olga Kurasova
61
5
0
02 May 2024
Predictive Accuracy-Based Active Learning for Medical Image Segmentation
Predictive Accuracy-Based Active Learning for Medical Image Segmentation
Jun Shi
Shulan Ruan
Ziqi Zhu
Minfan Zhao
Hong An
Ambuj Tewari
Bing Yan
UQCV
EDL
19
2
0
01 May 2024
Segmentation Quality and Volumetric Accuracy in Medical Imaging
Zheyu Zhang
Ulas Bagci
23
0
0
27 Apr 2024
Mitigating False Predictions In Unreasonable Body Regions
Mitigating False Predictions In Unreasonable Body Regions
Constantin Ulrich
Catherine Knobloch
Julius Holzschuh
Tassilo Wald
Maximilian R. Rokuss
M. Zenk
Maximilian Fischer
Michael Baumgartner
Fabian Isensee
Klaus H. Maier-Hein
AI4CE
38
0
0
24 Apr 2024
PRISM: A Promptable and Robust Interactive Segmentation Model with
  Visual Prompts
PRISM: A Promptable and Robust Interactive Segmentation Model with Visual Prompts
Hao Li
Han Liu
Dewei Hu
Jiacheng Wang
I. Oguz
VLM
48
8
0
23 Apr 2024
BC-MRI-SEG: A Breast Cancer MRI Tumor Segmentation Benchmark
BC-MRI-SEG: A Breast Cancer MRI Tumor Segmentation Benchmark
Anthony Bilic
Chen Chen
OOD
43
0
0
21 Apr 2024
Beyond Pixel-Wise Supervision for Medical Image Segmentation: From
  Traditional Models to Foundation Models
Beyond Pixel-Wise Supervision for Medical Image Segmentation: From Traditional Models to Foundation Models
Yuyan Shi
Jialu Ma
Jin Yang
Shasha Wang
Yichi Zhang
MedIm
VLM
19
2
0
20 Apr 2024
Boosting Medical Image Segmentation Performance with Adaptive
  Convolution Layer
Boosting Medical Image Segmentation Performance with Adaptive Convolution Layer
Seyed Mohammad Reza Modaresi
A. Osmani
Mohammadreza Razzazi
A. Chibani
SSeg
59
1
0
17 Apr 2024
Post-Training Network Compression for 3D Medical Image Segmentation:
  Reducing Computational Efforts via Tucker Decomposition
Post-Training Network Compression for 3D Medical Image Segmentation: Reducing Computational Efforts via Tucker Decomposition
Tobias Weber
Jakob Dexl
David Rügamer
Michael Ingrisch
MedIm
40
2
0
15 Apr 2024
Diffusion Probabilistic Multi-cue Level Set for Reducing Edge
  Uncertainty in Pancreas Segmentation
Diffusion Probabilistic Multi-cue Level Set for Reducing Edge Uncertainty in Pancreas Segmentation
Yue Gou
Yuming Xing
Shengzhu Shi
Zhichang Guo
MedIm
37
0
0
11 Apr 2024
CycleINR: Cycle Implicit Neural Representation for Arbitrary-Scale
  Volumetric Super-Resolution of Medical Data
CycleINR: Cycle Implicit Neural Representation for Arbitrary-Scale Volumetric Super-Resolution of Medical Data
Wei Fang
Yuxing Tang
Heng Guo
Ming Yuan
Tony C. W. Mok
...
Xin Chen
Zai-De Liu
Le Lu
Ling Zhang
Minfeng Xu
51
3
0
07 Apr 2024
VASARI-auto: equitable, efficient, and economical featurisation of
  glioma MRI
VASARI-auto: equitable, efficient, and economical featurisation of glioma MRI
James K. Ruffle
Samia Mohinta
K. P. Baruteau
Rebekah Rajiah
Faith M. Y. Lee
Sebastian Brandner
P. Nachev
H. Hyare
26
0
0
03 Apr 2024
Rethinking Annotator Simulation: Realistic Evaluation of Whole-Body PET
  Lesion Interactive Segmentation Methods
Rethinking Annotator Simulation: Realistic Evaluation of Whole-Body PET Lesion Interactive Segmentation Methods
Zdravko Marinov
Moon S. Kim
Jens Kleesiek
Rainer Stiefelhagen
40
0
0
02 Apr 2024
CT respiratory motion synthesis using joint supervised and adversarial
  learning
CT respiratory motion synthesis using joint supervised and adversarial learning
Yi-Heng Cao
V. Bourbonne
F. Lucia
U. Schick
J. Bert
V. Jaouen
D. Visvikis
OOD
MedIm
19
0
0
29 Mar 2024
AgileFormer: Spatially Agile Transformer UNet for Medical Image
  Segmentation
AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation
Peijie Qiu
Jin Yang
Sayantan Kumar
S. Ghosh
Aristeidis Sotiras
MedIm
44
8
0
29 Mar 2024
A Robust Ensemble Algorithm for Ischemic Stroke Lesion Segmentation:
  Generalizability and Clinical Utility Beyond the ISLES Challenge
A Robust Ensemble Algorithm for Ischemic Stroke Lesion Segmentation: Generalizability and Clinical Utility Beyond the ISLES Challenge
Ezequiel de la Rosa
Mauricio Reyes
S. Liew
Alexandre Hutton
Roland Wiest
...
Suprosanna Shit
M. H. Petzsche
Bjoern H. Menze
Jan S. Kirschke
Benedikt Wiestler
50
7
0
28 Mar 2024
Anytime, Anywhere, Anyone: Investigating the Feasibility of Segment
  Anything Model for Crowd-Sourcing Medical Image Annotations
Anytime, Anywhere, Anyone: Investigating the Feasibility of Segment Anything Model for Crowd-Sourcing Medical Image Annotations
Pranav Kulkarni
Adway U. Kanhere
Dharmam Savani
Andrew Chan
Devina Chatterjee
P. Yi
Vishwa S. Parekh
MedIm
22
2
0
22 Mar 2024
H-vmunet: High-order Vision Mamba UNet for Medical Image Segmentation
H-vmunet: High-order Vision Mamba UNet for Medical Image Segmentation
Renkai Wu
Yinghao Liu
Pengchen Liang
Qing Chang
Mamba
45
29
0
20 Mar 2024
SAMCT: Segment Any CT Allowing Labor-Free Task-Indicator Prompts
SAMCT: Segment Any CT Allowing Labor-Free Task-Indicator Prompts
Xian Lin
Yangyang Xiang
Zhehao Wang
Kwang-Ting Cheng
Zengqiang Yan
Li Yu
VLM
MedIm
29
0
0
20 Mar 2024
Generative Enhancement for 3D Medical Images
Generative Enhancement for 3D Medical Images
Lingting Zhu
Noel Codella
Dongdong Chen
Zhenchao Jin
Lu Yuan
Lequan Yu
DiffM
MedIm
42
10
0
19 Mar 2024
D-Net: Dynamic Large Kernel with Dynamic Feature Fusion for Volumetric
  Medical Image Segmentation
D-Net: Dynamic Large Kernel with Dynamic Feature Fusion for Volumetric Medical Image Segmentation
Jin Yang
Peijie Qiu
Yichi Zhang
Daniel S. Marcus
Aristeidis Sotiras
MedIm
49
9
0
15 Mar 2024
Shortcut Learning in Medical Image Segmentation
Shortcut Learning in Medical Image Segmentation
Manxi Lin
Nina Weng
K. Mikolaj
Zahra Bashir
M. B. S. Svendsen
M. Tolsgaard
Anders Christensen
Aasa Feragen
SSeg
VLM
40
3
0
11 Mar 2024
A Segmentation Foundation Model for Diverse-type Tumors
A Segmentation Foundation Model for Diverse-type Tumors
Jianhao Xie
Ziang Zhang
Guibo Luo
Yuesheng Zhu
MedIm
AI4CE
26
0
0
11 Mar 2024
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