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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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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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MMSys'22 Grand Challenge on AI-based Video Production for Soccer



Cise Midoglu , Steven A. Hicks , Vajira Thambawita , Tomas Kupka , Pål Halvorsen


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DivergentNets: Medical Image Segmentation by Network Ensemble



Vajira Thambawita , Steven A. Hicks , Pål Halvorsen , Michael A. Riegler

* Proceedings of the 3rd International Workshop and Challenge on Computer Vision in Endoscopy (EndoCV 2021) colocated with with the 17th IEEE International Symposium on Biomedical Imaging (ISBI 2021) 
* the winning model of the segmentation generalization challenge at EndoCV 2021 

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SinGAN-Seg: Synthetic Training Data Generation for Medical Image Segmentation



Vajira Thambawita , Pegah Salehi , Sajad Amouei Sheshkal , Steven A. Hicks , Hugo L. Hammer , Sravanthi Parasa , Thomas de Lange , Pål Halvorsen , Michael A. Riegler


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Few-shot segmentation of medical images based on meta-learning with implicit gradients



Rabindra Khadga , Debesh Jha , Sharib Ali , Steven Hicks , Vajira Thambawita , Michael A. Riegler , Pål Halvorsen


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Pyramid-Focus-Augmentation: Medical Image Segmentation with Step-Wise Focus



Vajira Thambawita , Steven Hicks , Pål Halvorsen , Michael A. Riegler


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An Extensive Study on Cross-Dataset Bias and Evaluation Metrics Interpretation for Machine Learning applied to Gastrointestinal Tract Abnormality Classification



Vajira Thambawita , Debesh Jha , Hugo Lewi Hammer , Håvard D. Johansen , Dag Johansen , Pål Halvorsen , Michael A. Riegler

* 30 pages, 12 figures, 8 tables, Accepted for ACM Transactions on Computing for Healthcare 

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