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BAPGAN: GAN-based Bone Age Progression of Femur and Phalange X-ray Images


Oct 16, 2021
Shinji Nakazawa, Changhee Han, Joe Hasei, Ryuichi Nakahara, Toshifumi Ozaki

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* 6 pages, 5 figures, accepted to SPIE Medical Imaging 2022 

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Pathology-Aware Generative Adversarial Networks for Medical Image Augmentation


Jun 03, 2021
Changhee Han

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* Ph.D. Thesis (The University of Tokyo) defended in February, 2020. Based on GAN-based synthetic brain MR image generation (ISBI 2018), arXiv:1902.09856, arXiv:1903.12564, arXiv:1905.13456, arXiv:1906.04962, arXiv:2001.03923 

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Effort-free Automated Skeletal Abnormality Detection of Rat Fetuses on Whole-body Micro-CT Scans


Jun 03, 2021
Akihiro Fukuda, Changhee Han, Kazumi Hakamada

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* 5 pages, 5 figures, accepted to ICIP 2021 

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Tips and Tricks to Improve CNN-based Chest X-ray Diagnosis: A Survey


Jun 02, 2021
Changhee Han, Takayuki Okamoto, Koichi Takeuchi, Dimitris Katsios, Andrey Grushnikov, Masaaki Kobayashi, Antoine Choppin, Yutaka Kurashina, Yuki Shimahara

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* 7 pages, 2 figures, to be published in Japanese Journal of Medical Imaging and Information Sciences 

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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

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

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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

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* 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, Zoltán Ádám Milacski, Kazuki Umemoto, Hideki Nakayama, Shin'ichi Satoh

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* 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

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

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