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Veronika Cheplygina
Researcher at Eindhoven University of Technology
Publications - 80
Citations - 2198
Veronika Cheplygina is an academic researcher from Eindhoven University of Technology. The author has contributed to research in topics: Computer science & Segmentation. The author has an hindex of 18, co-authored 68 publications receiving 1314 citations. Previous affiliations of Veronika Cheplygina include Erasmus University Rotterdam & Delft University of Technology.
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Not-so-supervised: a survey of semi-supervised, multi-instance, and transfer learning in medical image analysis
TL;DR: In this article, the authors review semi-supervised, multiple instance, and transfer learning in medical imaging, both in diagnosis/detection or segmentation tasks, and discuss connections between these learning scenarios, and opportunities for future research.
Proceedings Article
Does one rotten apple spoil the whole barrel
TL;DR: It is shown that an approach that learns directly from dissimilarities between bags can be adapted to deal with either problem in multiple Instance Learning.
Book ChapterDOI
Class-dependent dissimilarity measures for multiple instance learning
TL;DR: Whether this is a reasonable approach and when and why a dissimilarity measure that is dependent on the bag label, might be more appropriate, are explored.
Journal ArticleDOI
Biomedical image analysis competitions: The state of current participation practice
Matthias Eisenmann,Annika Reinke,V. Weru,Minu D. Tizabi,Fabian Isensee,Tim Adler,Patrick Godau,Veronika Cheplygina,Michal Kozubek,Shari Mussadiq Ali,Anubha Gupta,Jan Kybic,A. Noble,Carlos Ortiz de Sol'orzano,Samiksha Pachade,Caroline Petitjean,Daniel Sage,Donglai Wei,Elizabeth Wilden,Deepak Alapatt,Vincent Andrearczyk,Ujjwal Baid,Spyridon Bakas,Niranjan Balu,Sophia Bano,Vivek Singh Bawa,Jorge Bernal,Sebastian Bodenstedt,Alessandro Casella,Ji Eun Choi,Olivier Commowick,Marie Daum,Adrien Depeursinge,Reuben Dorent,Jan Egger,H M Eichhorn,Sandy Engelhardt,Melanie Ganz,Gabriel Girard,Lasse Donovan Hansen,Mattias P. Heinrich,Nicholas Heller,Alessa Hering,Arnaud Huaulm'e,Hyunjeong Kim,Bennett A. Landman,Hongwei Li,Jianning Li,Jun-Fang Ma,Anne L. Martel,Carlos Mart'in-Isla,Bjoern H. Menze,Chinedu Innocent Nwoye,Valentin Oreiller,Nicolas Padoy,Sarthak Pati,Kelly Payette,Carole H. Sudre,Kimberlin M. H. van Wijnen,Armine Vardazaryan,Tom Vercauteren,Martin Wagner,Chuanbo Wang,M. H. Yap,Zeyun Yu,Chun Yuan,Maximilian Zenk,Aneeq Zia,David Zimmerer,Rina Bao,Chanyeol Choi,Andrew Cohen,Oleh Dzyubachyk,Adrian Galdran,Tianyuan Gan,Tianqi Guo,Pradyumna Gupta,M. N. Haithami,Edward Ho,Ikbeom Jang,Zhili Li,Zheng Luo,Filip Lux,Sokratis Makrogiannis,Dominik Muller,Young Tack Oh,Subeen Pang,Constantin Pape,Gorkem Polat,Charlotte R. Reed,Kanghyun Ryu,Tim Scherr,V. Thambawita,Haoyu Wang,Xinliang Wang,Kele Xu,H.-I. Yeh,Doyeob Yeo,Yi Yuan,Yan Zeng,Xin Zhao,J. Abbing,Jannes Adam,Nagesh Adluru,Niklas Agethen,Salman Ahmed,Yasmina Al Khalil,Mireia Alenyá,Esa Alhoniemi,C. G. An,Talha Anwar,T. Arega,Netanell Avisdris,Dogu Baran Aydogan,Yi-Shi Bai,Maria G. Baldeon Calisto,Doga Basaran,Marcel Beetz,Cheng Bian,Hao-xuan Bian,Kevin Blansit,Louise Bloch,Robert Bohnsack,Sara Bosticardo,John E. Breen,Mikael Brudfors,Raphael Brungel,Mariano Cabezas,Alberto Cacciola,Zhiwei Chen,Yucong Chen,Dan Chen,Minjeong Cho,Min-Kook Choi,Chuantao Xie,Dana Cobzas,Julien Cohen-Adad,Jorge Corral Acero,Sujit Kumar Das,Marcela de Oliveira,Hanqiu Deng,Guiming Dong,Lars Doorenbos,Cory Efird,Di Fan,Mehdi Fatan Serj,A. Fenneteau,Lucas Fidon,Patryk Filipiak,René Finzel,Nuno R. Freitas,Christoph M. Friedrich,Mitchell J. Fulton,Finn Gaida,Francesco Galati,Christoforos Galazis,Changna Gan,Z. Gao,Sheng Gao,Matej Gazda,Beerend G. A. Gerats,Neil Getty,Adam Gibicar,Ryan J Gifford,Sajan Gohil,Maria G. Grammatikopoulou,Daniel Grzech,Orhun Guley,Timo Gunnemann,Chun-Hai Guo,Sylvain Guy,Heonjin Ha,Luyi Han,Ilseok Han,Ali Hatamizadeh,Tianhai He,Ji-Wu Heo,Sebastian Hitziger,SeulGi Hong,Seungbum Hong,Rian Huang,Zi-You Huang,Markus Huellebrand,Stephan Huschauer,M. A. Bilal Hussain,Tomoo Inubushi,Ece Isik Polat,Mojtaba Jafaritadi,Seonghun Jeong,Bailiang Jian,Yu Jiang,Zhifan Jiang,Yu Jin,Smriti Joshi,Abdolrahim Kadkhodamohammadi,Reda Abdellah Kamraoui,Inhak Kang,Jun-Su Kang,Davood Karimi,April Khademi,Muhammad Irfan Khan,Suleiman A. Khan,Rishab Khantwal,Kwang-Ju Kim,Timothy L. Kline,Satoshi Kondo,Elina Kontio,Adrian Krenzer,Artem Kroviakov,Hugo J. Kuijf,Satyadwyoom Kumar,Francesco La Rosa,Abhishek Lad,Doohee Lee,Minho Lee,Chiara Lena,Hao Li,Ling-yu Li,Xingyu Li,Fu Chen Liao,Kuan Ya Liao,Arlindo L. Oliveira,Chao-Ling Lin,Shanhai Lin,Akis Linardos,Marius George Linguraru,Hanliang Liu,Tao Liu,Dian Liu,Yanling Liu,Joao Lourencco-Silva,Jing Lu,Jia Lu,Imanol Luengo,Christina Lund,Huan Minh Luu,Yingqi Lv,U. Macar,Leon Maechler,L. SinaMansour,Kenji Marshall,Moona Mazher,Richard McKinley,Alfonso Medela,Felix Meissen,Mingyuan Meng,Dylan Bradley Miller,Seyed Hossein Mirjahanmardi,Arnab Kumar Mishra,Samir Mitha,Hassan Mohy-ud-Din,Tony C. W. Mok,Gowtham K. Murugesan,Enamundram M. V. Naga Karthik,Sahil S. Nalawade,Jakub Nalepa,Mohamed A. Naser,Ramin Nateghi,Hammad Naveed,Quang Minh Nguyen,Cuong Nguyen Quoc,B. Nichyporuk,Bruno M.R. de Oliveira,David Owen,Jimut Bahan Pal,Junwen Pan,Wen Tao Pan,Winnie Pang,Bogyu Park,Vivek G. Pawar,Kamlesh Pawar,Michael Peven,Lena Philipp,Tomasz Pieciak,Szymon Płotka,Marcel Plutat,Fattaneh Pourakpour,Domen Prelovznik,Kumaradevan Punithakumar,Abdul Qayyum,Sandro Queir'os,Arman Rahmim,Salar Razavi,Jintao Ren,Mina Rezaei,Jonathan Adam Rico,ZunHyan Rieu,Markus Rink,Johannes Roth,Yusely Ruiz-Gonzalez,Numan Saeed,Anindo Saha,Mostafa Salem,Ricardo Sanchez-Matilla,Kurt G. Schilling,Weizhen Shao,Z. Shen,Ruize Shi,Pengcheng Shi,Daniel Sobotka,Théodore Soulier,Bella Specktor Fadida,D. G. Stoyanov,Timothy Sum Hon Mun,Xiao-Fu Sun,Rong Tao,Franz Thaler,Antoine Th'eberge,Felix Thielke,Helena R. Torres,Kareem Wahid,Jiacheng Wang,Yifei Wang,Wei Wang,Xiong Wang,Jianhui Wen,Ning Wen,Marek Wodzinski,Yehong Wu,Fangfang Xia,Tianqi Xiang,Cheng Xiaofei,Lizhang Xu,Tingting Xue,Yu-Xia Yang,Lin Yang,Kai Yao,Huifeng Yao,Amirsaeed Yazdani,Michael Yip,Hwa-Seong Yoo,Fereshteh Yousefirizi,Shu Fen Yu,Lei Yu,Jonathan Zamora,Ramy A. Zeineldin,Dewen Zeng,Jianpeng Zhang,Bokai Zhang,Jiapeng Zhang,Fan Zhang,Huahong Zhang,Zhongchen Zhao,Zixuan Zhao,Jia Zhao,Can Zhao,Qing-Hua Zheng,Yuheng Zhi,Ziqi Zhou,Baosheng Zou,Klaus H. Maier-Hein,Paul F. Jager,Annette Kopp-Schneider,Lena Maier-Hein +353 more
TL;DR: In this paper , only 50% of the participants performed ensembling based on multiple identical models (61%) or heterogeneous models (39%), while 48% of respondents applied postprocessing steps.
Book ChapterDOI
Early Experiences with Crowdsourcing Airway Annotations in Chest CT
Veronika Cheplygina,Veronika Cheplygina,Adria Perez-Rovira,Wieying Kuo,Harm A.W.M. Tiddens,Marleen de Bruijne,Marleen de Bruijne +6 more
TL;DR: This work investigates whether crowdsourcing can be used to gather airway annotations which can serve directly for measuring the airways, or as training data for the algorithms, and describes a number of further research directions.