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Metrics reloaded: Pitfalls and recommendations for image analysis validation



Lena Maier-Hein , Annika Reinke , Evangelia Christodoulou , Ben Glocker , Patrick Godau , Fabian Isensee , Jens Kleesiek , Michal Kozubek , Mauricio Reyes , Michael A. Riegler , Manuel Wiesenfarth , Michael Baumgartner , Matthias Eisenmann , Doreen Heckmann-Nötzel , A. Emre Kavur , Tim Rädsch , Minu D. Tizabi , Laura Acion , Michela Antonelli , Tal Arbel , Spyridon Bakas , Peter Bankhead , Arriel Benis , M. Jorge Cardoso , Veronika Cheplygina , Beth Cimini , Gary S. Collins , Keyvan Farahani , Bram van Ginneken , Daniel A. Hashimoto , Michael M. Hoffman , Merel Huisman , Pierre Jannin , Charles E. Kahn , Alexandros Karargyris , Alan Karthikesalingam , Hannes Kenngott , Annette Kopp-Schneider , Anna Kreshuk , Tahsin Kurc , Bennett A. Landman , Geert Litjens , Amin Madani , Klaus Maier-Hein , Anne L. Martel , Peter Mattson , Erik Meijering , Bjoern Menze , David Moher , Karel G. M. Moons , Henning Müller , Felix Nickel , Brennan Nichyporuk , Jens Petersen , Nasir Rajpoot , Nicola Rieke , Julio Saez-Rodriguez , Clarisa Sánchez Gutiérrez , Shravya Shetty , Maarten van Smeden , Carole H. Sudre , Ronald M. Summers , Abdel A. Taha , Sotirios A. Tsaftaris , Ben Van Calster , Gaël Varoquaux , Paul F. Jäger

* Shared first authors: Lena Maier-Hein, Annika Reinke. arXiv admin note: substantial text overlap with arXiv:2104.05642 

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Segmentation Consistency Training: Out-of-Distribution Generalization for Medical Image Segmentation



Birk Torpmann-Hagen , Vajira Thambawita , Kyrre Glette , Pål Halvorsen , Michael A. Riegler

* 15 pages 

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PolypConnect: Image inpainting for generating realistic gastrointestinal tract images with polyps



Jan Andre Fagereng , Vajira Thambawita , Andrea M. Storås , Sravanthi Parasa , Thomas de Lange , Pål Halvorsen , Michael A. Riegler

* 6 pages 

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Grid HTM: Hierarchical Temporal Memory for Anomaly Detection in Videos



Vladimir Monakhov , Vajira Thambawita , Pål Halvorsen , Michael A. Riegler

* 7 pages 

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Predicting tacrolimus exposure in kidney transplanted patients using machine learning



Andrea M. Storås , Anders Åsberg , Pål Halvorsen , Michael A. Riegler , Inga Strümke


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Assessing generalisability of deep learning-based polyp detection and segmentation methods through a computer vision challenge



Sharib Ali , Noha Ghatwary , Debesh Jha , Ece Isik-Polat , Gorkem Polat , Chen Yang , Wuyang Li , Adrian Galdran , Miguel-Ángel González Ballester , Vajira Thambawita , Steven Hicks , Sahadev Poudel , Sang-Woong Lee , Ziyi Jin , Tianyuan Gan , ChengHui Yu , JiangPeng Yan , Doyeob Yeo , Hyunseok Lee , Nikhil Kumar Tomar , Mahmood Haithmi , Amr Ahmed , Michael A. Riegler , Christian Daul , Pål Halvorsen , Jens Rittscher , Osama E. Salem , Dominique Lamarque , Renato Cannizzaro , Stefano Realdon , Thomas de Lange , James E. East

* 26 pages 

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Visual Sentiment Analysis: A Natural DisasterUse-case Task at MediaEval 2021



Syed Zohaib Hassan , Kashif Ahmad , Michael A. Riegler , Steven Hicks , Nicola Conci , Paal Halvorsen , Ala Al-Fuqaha

* 3 pages 

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PAANet: Progressive Alternating Attention for Automatic Medical Image Segmentation



Abhishek Srivastava , Sukalpa Chanda , Debesh Jha , Michael A. Riegler , Pål Halvorsen , Dag Johansen , Umapada Pal


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2020 CATARACTS Semantic Segmentation Challenge



Imanol Luengo , Maria Grammatikopoulou , Rahim Mohammadi , Chris Walsh , Chinedu Innocent Nwoye , Deepak Alapatt , Nicolas Padoy , Zhen-Liang Ni , Chen-Chen Fan , Gui-Bin Bian , Zeng-Guang Hou , Heonjin Ha , Jiacheng Wang , Haojie Wang , Dong Guo , Lu Wang , Guotai Wang , Mobarakol Islam , Bharat Giddwani , Ren Hongliang , Theodoros Pissas , Claudio Ravasio Martin Huber , Jeremy Birch , Joan M. Nunez Do Rio , Lyndon da Cruz , Christos Bergeles , Hongyu Chen , Fucang Jia , Nikhil KumarTomar , Debesh Jha , Michael A. Riegler , Pal Halvorsen , Sophia Bano , Uddhav Vaghela , Jianyuan Hong , Haili Ye , Feihong Huang , Da-Han Wang , Danail Stoyanov


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Artificial Intelligence in Dry Eye Disease



Andrea M. Storås , Inga Strümke , Michael A. Riegler , Jakob Grauslund , Hugo L. Hammer , Anis Yazidi , Pål Halvorsen , Kjell G. Gundersen , Tor P. Utheim , Catherine Jackson


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