Bioinformatics / Healthcare
Adaptation of deep learning to biotechnology/life science industry
PFN conducts R&D and drive commercialization of deep learning application for omics analysis, medical image analysis, and drug discovery.
- omics analysis: early cancer detection using miRNA
- medical image analysis: disease identification using X-ray, CT and MRI images
- Drug discovery: structure-based screening of potential compounds
We continue to expand and accelerate our research efforts in the field of Biomedical and Life Sciences.
Publications
A Bayesian Approach to Segmentation with Noisy Labels via Spatially Correlated Distributions
Transactions on Machine Learning Research
By : Ryu Tadokoro, Tsukasa Takagi, Shin-ichi Maeda
JMIR Research Protocols
By : Masanobu Hibi, Shun Katada, Aya Kawakami , Kotatsu Bito, Mayumi Ohtsuka , Kei Sugitani , Adeline Muliandi , Nami Yamanaka , Takahiro Hasumura , Yasutoshi Ando , Takashi Fushimi , Teruhisa Fujimatsu , Tomoki Akatsu , Sawako Kawano , Ren Kimura , Shigeki Tsuchiya , Yuuki Yamamoto , Mai Haneoka , Ken Kushida , Tomoki Hideshima , Eri Shimizu , Jumpei Suzuki , Aya Kirino , Hisashi Tsujimura , Shun Nakamura , Takashi Sakamoto , Yuki Tazoe , Masayuki Yabuki , Shinobu Nagase , Tamaki Hirano, Reiko Fukuda , Yukari Yamashiro , Yoshinao Nagashima, Nobutoshi Ojima , Motoki Sudo , Naoki Oya , Yoshihiko Minegishi , Koichi Misawa , Nontawat Charoenphakdee, Zhengyan Gao , Kohei Hayashi, Kenta Oono, Yohei Sugawara, Shoichiro Yamaguchi, Takahiro Ono , Hiroshi Maruyama
Virtual Human Generative Model: Masked Modeling Approach for Learning Human Characteristics
arXiv preprint
By : Kenta Oono, Nontawat Charoenphakdee, Kotatsu Bito, Zhengyan Gao, Hideyoshi Igata, Masashi Yoshikawa, Yoshiaki Ota, Hiroki Okui, Kei Akita, Shoichiro Yamaguchi, Yohei Sugawara, Shin-ichi Maeda, Kunihiko Miyoshi, Yuki Saito, Koki Tsuda, Hiroshi Maruyama, Kohei Hayashi
Creating a general-purpose generative model for healthcare data based on multiple clinical studies
PLOS Digital Health
By : Hiroshi Maruyama, Kotatsu Bito, Yuki Saito, Masanobu Hibi, Shun Katada, Aya Kawakami, Kenta Oono, Nontawat Charoenphakdee, Zhengyan Gao, Hideyoshi Igata, Masashi Yoshikawa, Yoshiaki Ota, Hiroki Okui, Kei Akita, Shoichiro Yamaguchi, Yohei Sugawara, Shin-ichi Maeda
