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author:

Li, Lei (Li, Lei.) [1] | Wu, Fuping (Wu, Fuping.) [2] | Wang, Sihan (Wang, Sihan.) [3] | Luo, Xinzhe (Luo, Xinzhe.) [4] | Martin-Isla, Carlos (Martin-Isla, Carlos.) [5] | Zhai, Shuwei (Zhai, Shuwei.) [6] | Zhang, Jianpeng (Zhang, Jianpeng.) [7] | Liu, Yanfei (Liu, Yanfei.) [8] | Zhang, Zhen (Zhang, Zhen.) [9] | Ankenbrand, Markus J. (Ankenbrand, Markus J..) [10] | Jiang, Haochuan (Jiang, Haochuan.) [11] | Zhang, Xiaoran (Zhang, Xiaoran.) [12] | Wang, Linhong (Wang, Linhong.) [13] | Arega, Tewodros Weldebirhan (Arega, Tewodros Weldebirhan.) [14] | Altunok, Elif (Altunok, Elif.) [15] | Zhao, Zhou (Zhao, Zhou.) [16] | Li, Feiyan (Li, Feiyan.) [17] | Ma, Jun (Ma, Jun.) [18] | Yang, Xiaoping (Yang, Xiaoping.) [19] | Puybareau, Elodie (Puybareau, Elodie.) [20] | Oksuz, Ilkay (Oksuz, Ilkay.) [21] | Bricq, Stephanie (Bricq, Stephanie.) [22] | Li, Weisheng (Li, Weisheng.) [23] | Punithakumar, Kumaradevan (Punithakumar, Kumaradevan.) [24] | Tsaftaris, Sotirios A. (Tsaftaris, Sotirios A..) [25] | Schreiber, Laura M. (Schreiber, Laura M..) [26] | Yang, Mingjing (Yang, Mingjing.) [27] (Scholars:杨明静) | Liu, Guocai (Liu, Guocai.) [28] | Xia, Yong (Xia, Yong.) [29] | Wang, Guotai (Wang, Guotai.) [30] | Escalera, Sergio (Escalera, Sergio.) [31] | Zhuang, Xiahai (Zhuang, Xiahai.) [32]

Indexed by:

EI Scopus SCIE

Abstract:

Assessment of myocardial viability is essential in diagnosis and treatment management of patients suffering from myocardial infarction, and classification of pathology on the myocardium is the key to this assessment. This work defines a new task of medical image analysis, i.e., to perform myocardial pathology segmentation (MyoPS) combining three-sequence cardiac magnetic resonance (CMR) images, which was first proposed in the MyoPS challenge, in conjunction with MICCAI 2020. Note that MyoPS refers to both myocardial pathology segmentation and the challenge in this paper. The challenge provided 45 paired and pre-aligned CMR images, allowing algorithms to combine the complementary information from the three CMR sequences for pathology segmentation. In this article, we provide details of the challenge, survey the works from fifteen participants and interpret their methods according to five aspects, i.e., preprocessing, data augmentation, learning strategy, model architecture and post-processing. In addition, we analyze the results with respect to different factors, in order to examine the key obstacles and explore the potential of solutions, as well as to provide a benchmark for future research. The average Dice scores of submitted algorithms were 0.614 +/- 0.231 and 0.644 +/- 0.153 for myocardial scars and edema, respectively. We conclude that while promising results have been reported, the research is still in the early stage, and more in-depth exploration is needed before a successful application to the clinics. MyoPS data and evaluation tool continue to be publicly available upon registration via its homepage (www.sdspeople.fudan.edu.cn/zhuangxiahai/0/myops20/).

Keyword:

Benchmark Cardiac magnetic resonance Multi-sequence MRI Multi-source images Myocardial pathology segmentation

Community:

  • [ 1 ] [Li, Lei]Fudan Univ, Sch Data Sci, Shanghai, Peoples R China
  • [ 2 ] [Wu, Fuping]Fudan Univ, Sch Data Sci, Shanghai, Peoples R China
  • [ 3 ] [Wang, Sihan]Fudan Univ, Sch Data Sci, Shanghai, Peoples R China
  • [ 4 ] [Luo, Xinzhe]Fudan Univ, Sch Data Sci, Shanghai, Peoples R China
  • [ 5 ] [Zhuang, Xiahai]Fudan Univ, Sch Data Sci, Shanghai, Peoples R China
  • [ 6 ] [Li, Lei]Shanghai Jiao Tong Univ, Sch Biomed Engn, Shanghai, Peoples R China
  • [ 7 ] [Martin-Isla, Carlos]Univ Barcelona, Dept Matemat & Informat, Barcelona, Spain
  • [ 8 ] [Escalera, Sergio]Univ Barcelona, Dept Matemat & Informat, Barcelona, Spain
  • [ 9 ] [Escalera, Sergio]Univ Autonoma Barcelona, Comp Vis Ctr, Barcelona, Spain
  • [ 10 ] [Zhai, Shuwei]Univ Elect Sci & Technol China, Sch Mech & Elect Engn, Chengdu, Peoples R China
  • [ 11 ] [Wang, Guotai]Univ Elect Sci & Technol China, Sch Mech & Elect Engn, Chengdu, Peoples R China
  • [ 12 ] [Zhang, Jianpeng]Northwestern Polytech Univ, Sch Comp Sci & Engn, Xian, Peoples R China
  • [ 13 ] [Xia, Yong]Northwestern Polytech Univ, Sch Comp Sci & Engn, Xian, Peoples R China
  • [ 14 ] [Liu, Yanfei]Hunan Univ, Coll Elect & Informat Engn, Changsha, Peoples R China
  • [ 15 ] [Liu, Guocai]Hunan Univ, Coll Elect & Informat Engn, Changsha, Peoples R China
  • [ 16 ] [Liu, Guocai]Natl Engn Lab Robot Visual Percept & Control Techn, Changsha, Peoples R China
  • [ 17 ] [Zhang, Zhen]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou, Peoples R China
  • [ 18 ] [Yang, Mingjing]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou, Peoples R China
  • [ 19 ] [Ankenbrand, Markus J.]Wuerzburg Univ Hosp, Chair Mol & Cellular Imaging, Comprehens Heart Failure Ctr, Wurzburg, Germany
  • [ 20 ] [Schreiber, Laura M.]Wuerzburg Univ Hosp, Chair Mol & Cellular Imaging, Comprehens Heart Failure Ctr, Wurzburg, Germany
  • [ 21 ] [Jiang, Haochuan]Univ Edinburgh, Sch Engn, Edinburgh, Scotland
  • [ 22 ] [Tsaftaris, Sotirios A.]Univ Edinburgh, Sch Engn, Edinburgh, Scotland
  • [ 23 ] [Jiang, Haochuan]Xian Jiaotong Liverpool Univ, Sch Robot, Suzhou, Peoples R China
  • [ 24 ] [Zhang, Xiaoran]Univ Calif Los Angeles, Dept Elect & Comp Engn, Los Angeles, CA USA
  • [ 25 ] [Punithakumar, Kumaradevan]Univ Alberta, Dept Radiol & Diagnost Imaging, Edmonton, AB, Canada
  • [ 26 ] [Wang, Linhong]Chongqing Univ Posts & Telecommun, Chongqing Key Lab Image Cognit, Chongqing, Peoples R China
  • [ 27 ] [Li, Feiyan]Chongqing Univ Posts & Telecommun, Chongqing Key Lab Image Cognit, Chongqing, Peoples R China
  • [ 28 ] [Li, Weisheng]Chongqing Univ Posts & Telecommun, Chongqing Key Lab Image Cognit, Chongqing, Peoples R China
  • [ 29 ] [Bricq, Stephanie]Univ Bourgogne Franche Comte, ImViA Lab, Dijon, France
  • [ 30 ] [Oksuz, Ilkay]Istanbul Tech Univ, Comp Engn Dept, Istanbul, Turkiye
  • [ 31 ] [Puybareau, Elodie]EPITA Res & Dev Lab LRDE, Le Kremlin Bicetre, France
  • [ 32 ] [Ma, Jun]Nanjing Univ Sci & Technol, Dept Math, Nanjing, Peoples R China
  • [ 33 ] [Yang, Xiaoping]Nanjing Univ, Dept Math, Nanjing, Peoples R China

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MEDICAL IMAGE ANALYSIS

ISSN: 1361-8415

Year: 2023

Volume: 87

1 0 . 7

JCR@2023

1 0 . 7 0 0

JCR@2023

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:32

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 7

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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