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Focal Attention Networks: optimising attention for biomedical image segmentation


Oct 31, 2021
Michael Yeung, Leonardo Rundo, Evis Sala, Carola-Bibiane Schönlieb, Guang Yang


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Incorporating Boundary Uncertainty into loss functions for biomedical image segmentation


Oct 31, 2021
Michael Yeung, Guang Yang, Evis Sala, Carola-Bibiane Schönlieb, Leonardo Rundo


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Calibrating the Dice loss to handle neural network overconfidence for biomedical image segmentation


Oct 31, 2021
Michael Yeung, Leonardo Rundo, Yang Nan, Evis Sala, Carola-Bibiane Schönlieb, Guang Yang


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Computer-Assisted Analysis of Biomedical Images


Jun 04, 2021
Leonardo Rundo

* PhD Thesis in Computer Science, University of Milano-Bicocca, Milan, Italy 

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Advances in Artificial Intelligence to Reduce Polyp Miss Rates during Colonoscopy


May 16, 2021
Michael Yeung, Evis Sala, Carola-Bibiane Schönlieb, Leonardo Rundo


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A Mixed Focal Loss Function for Handling Class Imbalanced Medical Image Segmentation


Feb 08, 2021
Michael Yeung, Evis Sala, Carola-Bibiane Schönlieb, Leonardo Rundo


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MADGAN: unsupervised Medical Anomaly Detection GAN using multiple adjacent brain MRI slice reconstruction


Jul 24, 2020
Changhee Han, Leonardo Rundo, Kohei Murao, Tomoyuki Noguchi, Yuki Shimahara, Zoltan Adam Milacski, Saori Koshino, Evis Sala, Hideki Nakayama, Shinichi Satoh

* 21 pages, 11 figures, submitted to BMC Bioinformatics. arXiv admin note: substantial text overlap with arXiv:1906.06114 

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3D deformable registration of longitudinal abdominopelvic CT images using unsupervised deep learning


May 15, 2020
Maureen van Eijnatten, Leonardo Rundo, K. Joost Batenburg, Felix Lucka, Emma Beddowes, Carlos Caldas, Ferdia A. Gallagher, Evis Sala, Carola-Bibiane Schönlieb, Ramona Woitek


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Bridging the gap between AI and Healthcare sides: towards developing clinically relevant AI-powered diagnosis systems


Jan 12, 2020
Changhee Han, Leonardo Rundo, Kohei Murao, Takafumi Nemoto, Hideki Nakayama, Shin'ichi Satoh

* 10 pages, 1 figure, submitted to CARS 2020 

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GAN-based Multiple Adjacent Brain MRI Slice Reconstruction for Unsupervised Alzheimer's Disease Diagnosis


Jul 08, 2019
Changhee Han, Leonardo Rundo, Kohei Murao, Zoltån Ádåm Milacski, Kazuki Umemoto, Hideki Nakayama, Shin'ichi Satoh

* 7 pages, 4 figures, accepted to CIBB 2019 

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Synthesizing Diverse Lung Nodules Wherever Massively: 3D Multi-Conditional GAN-based CT Image Augmentation for Object Detection


Jun 12, 2019
Changhee Han, Yoshiro Kitamura, Akira Kudo, Akimichi Ichinose, Leonardo Rundo, Yujiro Furukawa, Kazuki Umemoto, Hideki Nakayama, Yuanzhong Li

* 9 pages, 6 figures, submitted to 3DV 2019 

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Combining Noise-to-Image and Image-to-Image GANs: Brain MR Image Augmentation for Tumor Detection


May 31, 2019
Changhee Han, Leonardo Rundo, Ryosuke Araki, Yudai Nagano, Yujiro Furukawa, Giancarlo Mauri, Hideki Nakayama, Hideaki Hayashi

* 9 pages, 7 figures, submitted to IEEE ACCESS 

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USE-Net: incorporating Squeeze-and-Excitation blocks into U-Net for prostate zonal segmentation of multi-institutional MRI datasets


Apr 17, 2019
Leonardo Rundo, Changhee Han, Yudai Nagano, Jin Zhang, Ryuichiro Hataya, Carmelo Militello, Andrea Tangherloni, Marco S. Nobile, Claudio Ferretti, Daniela Besozzi, Maria Carla Gilardi, Salvatore Vitabile, Giancarlo Mauri, Hideki Nakayama, Paolo Cazzaniga

* 44 pages, 6 figures, co-first authors: Leonardo Rundo and Changhee Han, submitted to Neurocomputing with the first submission: July 31, 2018 and revised version R1 submission (current version): April 15, 2019 

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CNN-based Prostate Zonal Segmentation on T2-weighted MR Images: A Cross-dataset Study


Mar 29, 2019
Leonardo Rundo, Changhee Han, Jin Zhang, Ryuichiro Hataya, Yudai Nagano, Carmelo Militello, Claudio Ferretti, Marco S. Nobile, Andrea Tangherloni, Maria Carla Gilardi, Salvatore Vitabile, Hideki Nakayama, Giancarlo Mauri

* 12 pages, 3 figures, Accepted to Neural Approaches to Dynamics of Signal Exchanges as a Springer book chapter 

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Infinite Brain MR Images: PGGAN-based Data Augmentation for Tumor Detection


Mar 29, 2019
Changhee Han, Leonardo Rundo, Ryosuke Araki, Yujiro Furukawa, Giancarlo Mauri, Hideki Nakayama, Hideaki Hayashi

* 13 pages, 6 figures, Accepted to Neural Approaches to Dynamics of Signal Exchanges as a Springer book chapter 

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Learning More with Less: Conditional PGGAN-based Data Augmentation for Brain Metastases Detection Using Highly-Rough Annotation on MR Images


Mar 03, 2019
Changhee Han, Kohei Murao, Tomoyuki Noguchi, Yusuke Kawata, Fumiya Uchiyama, Leonardo Rundo, Hideki Nakayama, Shin'ichi Satoh

* 8 pages, 7 figures, submitted to IJCAI 2019 

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