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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

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* 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

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* 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

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

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