2024 Mask-Attention A3C: Visual Explanation of Action–State Value in Deep Reinforcement Learning Hidenori Itaya, Tsubasa Hirakawa, Takayoshi Yamashita, Hironobu Fujiyoshi, and 1 more author IEEE Access, 2024 Bib HTML @article{itaya2024access, author = {Itaya, Hidenori and Hirakawa, Tsubasa and Yamashita, Takayoshi and Fujiyoshi, Hironobu and Sugiura, Komei}, journal = {IEEE Access}, title = {Mask-Attention A3C: Visual Explanation of Action–State Value in Deep Reinforcement Learning}, volume = {12}, pages = {86553--86571}, year = {2024} } Caption-Guided Interpretable Video Anomaly Detection Based on Memory Similarity Yuzhi Shi, Takayoshi Yamashita, Tsubasa Hirakawa, Hironobu Fujiyoshi, and 3 more authors IEEE Access, 2024 Bib HTML @article{shi2024access, author = {Shi, Yuzhi and Yamashita, Takayoshi and Hirakawa, Tsubasa and Fujiyoshi, Hironobu and Nakazawa, Mitsuru and Chae, Yeongnam and Stenger, Björn}, journal = {IEEE Access}, title = {Caption-Guided Interpretable Video Anomaly Detection Based on Memory Similarity}, volume = {12}, pages = {63995--64005}, year = {2024} } 2023 Efficient Action Spotting Using Saliency Feature Weighting Yuzhi Shi, Takayoshi Yamashita, Tsubasa Hirakawa, Hironobu Fujiyoshi, and 3 more authors IEICE Transactions on Information and Systems, 2023 Bib HTML @article{shi2023ieice, author = {Shi, Yuzhi and Yamashita, Takayoshi and Hirakawa, Tsubasa and Fujiyoshi, Hironobu and Kakazawa, Mitsuru and Chae, Yeongnam and Stenger, Björn}, journal = {IEICE Transactions on Information and Systems}, number = {1}, pages = {105--114}, title = {Efficient Action Spotting Using Saliency Feature Weighting}, volume = {E107.D}, year = {2023} } Toward Prototypical Part Interpretable Similarity Learning With ProtoMetric Yuki Ukai, Tsubasa Hirakawa, Takayoshi Yamashita, and Hironobu Fujiyoshi IEEE Access, 2023 Bib HTML @article{ukai2023access, author = {Ukai, Yuki and Hirakawa, Tsubasa and Yamashita, Takayoshi and Fujiyoshi, Hironobu}, journal = {IEEE Access}, pages = {62986--62997}, title = {Toward Prototypical Part Interpretable Similarity Learning With ProtoMetric}, volume = {11}, year = {2023} } Action Q-Transformer: Visual Explanation in Deep Reinforcement Learning with Encoder-Decoder Model using Action Query Hidenori Itaya, Tsubasa Hirakawa, Takayoshi Yamashita, Hironobu Fujiyoshi, and 1 more author arXiv preprint, 2023 arXiv Bib author = {Itaya, Hidenori and Hirakawa, Tsubasa and Yamashita, Takayoshi and Fujiyoshi, Hironobu and Sugiura, Komei}, journal = {arXiv preprint}, year = {2023} } Challenges and implications of predicting the spatiotemporal distribution of dengue fever outbreak in Chinese Taiwan using remote sensing data and deep learning Sumiko Anno, Tsubasa Hirakawa, Satoru Sugita, Shinya Yasumoto, and 3 more authors Geo-spatial Information Science, 2023 Bib HTML @article{anno2023, author = {Anno, Sumiko and Hirakawa, Tsubasa and Sugita, Satoru and Yasumoto, Shinya and Lee, Ming-An and Sasaki, Yoshinobu and Oyoshi, Kei}, journal = {Geo-spatial Information Science}, number = {0}, pages = {1--7}, publisher = {Taylor & Francis}, title = {Challenges and implications of predicting the spatiotemporal distribution of dengue fever outbreak in Chinese Taiwan using remote sensing data and deep learning}, volume = {0}, year = {2023} } Utilizing Human Social Norms for Multimodal Trajectory Forecasting via Group-Based Forecasting Module Hiroaki Minoura, Tsubasa Hirakawa, Yusuke Sugano, Takayoshi Yamashita, and 1 more author IEEE Transactions on Intelligent Vehicles, 2023 Bib HTML @article{minoura2023ieeeiv, author = {Minoura, Hiroaki and Hirakawa, Tsubasa and Sugano, Yusuke and Yamashita, Takayoshi and Fujiyoshi, Hironobu}, journal = {IEEE Transactions on Intelligent Vehicles}, number = {1}, pages = {836-850}, title = {Utilizing Human Social Norms for Multimodal Trajectory Forecasting via Group-Based Forecasting Module}, volume = {8}, year = {2023} } Object-ABN: Learning to Generate Sharp Attention Maps for Action Recognition Tomoya Nitta, Tsubasa Hirakawa, Hironobu Fujiyoshi, and Toru Tamaki IEICE Transactions on Information and Systems, 2023 Bib HTML @article{nitta2023ieice, author = {Nitta, Tomoya and Hirakawa, Tsubasa and Fujiyoshi, Hironobu and Tamaki, Toru}, journal = {IEICE Transactions on Information and Systems}, number = {3}, pages = {391--400}, title = {Object-ABN: Learning to Generate Sharp Attention Maps for Action Recognition}, volume = {E106.D}, year = {2023} } Automatic data collection for object detection and grasp-position estimation with mobile robots and invisible markers Suraj Prakash Pattar, Thomas Killus, Tsubasa Hirakawa, Takayoshi Yamashita, and 2 more authors Advanced Robotics, 2023 Bib HTML @article{suraj2023ar, author = {Pattar, Suraj Prakash and Killus, Thomas and Hirakawa, Tsubasa and Yamashita, Takayoshi and Sawanobori, Tetsuya and Fujiyoshi, Hironobu}, title = {Automatic data collection for object detection and grasp-position estimation with mobile robots and invisible markers}, journal = {Advanced Robotics}, volume = {37}, number = {4}, pages = {241--256}, year = {2023}, publisher = {Taylor & Francis} } 2022 Visual Explanation of Deep Q-Network for Robot Navigation by Fine-tuning Attention Branch Yuya Maruyama, Hiroshi Fukui, Tsubasa Hirakawa, Takayoshi Yamashita, and 2 more authors arXiv preprint, 2022 arXiv Bib author = {Maruyama, Yuya and Fukui, Hiroshi and Hirakawa, Tsubasa and Yamashita, Takayoshi and Fujiyoshi, Hironobu and Sugiura, Komei}, journal = {arXiv preprint}, title = {Visual Explanation of Deep Q-Network for Robot Navigation by Fine-tuning Attention Branch}, year = {2022} } A graph convolutional network for predicting COVID-19 dynamics in 190 regions/countries Sumiko Anno, Tsubasa Hirakawa, Satoru Sugita, and Shinya Yasumoto Frontiers in Public Health, 2022 Bib HTML @article{anno2022covid, author = {Anno, Sumiko and Hirakawa, Tsubasa and Sugita, Satoru and Yasumoto, Shinya}, journal = {Frontiers in Public Health}, title = {A graph convolutional network for predicting COVID-19 dynamics in 190 regions/countries}, volume = {10}, year = {2022} } Single Suction Grasp Detection for Symmetric Objects Using Shallow Networks Trained with Synthetic Data Suraj Prakash Pattar, Tsubasa Hirakawa, Takayoshi Yamashita, Tetsuya Sawanobori, and 1 more author IEICE Transactions on Information and Systems, 2022 Bib HTML @article{suraj2022ieice, author = {Pattar, Suraj Prakash and Hirakawa, Tsubasa and Yamashita, Takayoshi and Sawanobori, Tetsuya and Fujiyoshi, Hironobu}, journal = {IEICE Transactions on Information and Systems}, number = {9}, pages = {1600--1609}, title = {Single Suction Grasp Detection for Symmetric Objects Using Shallow Networks Trained with Synthetic Data}, volume = {E105.D}, year = {2022} } MT-DSSD: multi-task deconvolutional single shot detector for object detection, segmentation, and grasping detection Ryosuke Araki, Tsubasa Hirakawa, Takayoshi Yamashita, and Hironobu Fujiyoshi Advanced Robotics, 2022 Bib HTML @article{araki2022ar, author = {Araki, Ryosuke and Hirakawa, Tsubasa and Yamashita, Takayoshi and Fujiyoshi, Hironobu}, journal = {Advanced Robotics}, number = {8}, pages = {373--387}, publisher = {Taylor & Francis}, title = {MT-DSSD: multi-task deconvolutional single shot detector for object detection, segmentation, and grasping detection}, volume = {36}, year = {2022} } 2021 ST-ABN: Visual Explanation Taking into Account Spatio-temporal Information for Video Recognition Masahiro Mitsuhara, Tsubasa Hirakawa, Takayoshi Yamashita, and Hironobu Fujiyoshi arXiv preprint, 2021 arXiv Bib author = {Mitsuhara, Masahiro and Hirakawa, Tsubasa and Yamashita, Takayoshi and Fujiyoshi, Hironobu}, journal = {arXiv preprint}, title = {{ST-ABN:} Visual Explanation Taking into Account Spatio-temporal Information for Video Recognition}, year = {2021} } Normalization of VIIRS DNB images for improved estimation of socioeconomic indicators Duc Chuc Man, Tsubasa Hirakawa, and Hiromichi Fukui International Journal of Digital Earth, 2021 Bib HTML @article{chuc2021ijde, author = {Man, Duc Chuc and Hirakawa, Tsubasa and Fukui, Hiromichi}, journal = {International Journal of Digital Earth}, number = {5}, pages = {540--554}, publisher = {Taylor & Francis}, title = {Normalization of VIIRS DNB images for improved estimation of socioeconomic indicators}, volume = {14}, year = {2021} } Distant Traffic Light Recognition Using Semantic Segmentation Shota Masaki, Tsubasa Hirakawa, Takayoshi Yamashita, and Hironobu Fujiyoshi Transportation Research Record, 2021 Bib HTML @article{masaki2021, author = {Masaki, Shota and Hirakawa, Tsubasa and Yamashita, Takayoshi and Fujiyoshi, Hironobu}, journal = {Transportation Research Record}, number = {11}, pages = {97--103}, title = {Distant Traffic Light Recognition Using Semantic Segmentation}, volume = {2675}, year = {2021} } Predicting and attending to damaging collisions for placing everyday objects in photo-realistic simulations Aly Magassouba, Komei Sugiura, Angelica Nakayama, Tsubasa Hirakawa, and 3 more authors Advanced Robotics, 2021 arXiv Bib HTML @article{magassouba2021ar, author = {Magassouba, Aly and Sugiura, Komei and Nakayama, Angelica and Hirakawa, Tsubasa and Yamashita, Takayoshi and Fujiyoshi, Hironobu and Kawai, Hisashi}, journal = {Advanced Robotics}, number = {12}, pages = {787--799}, publisher = {Taylor & Francis}, title = {Predicting and attending to damaging collisions for placing everyday objects in photo-realistic simulations}, volume = {35}, year = {2021} } 2020 Alleviating the Burden of Labeling: Sentence Generation by Attention Branch Encoder–Decoder Network Tadashi Ogura, Aly Magassouba, Komei Sugiura, Tsubasa Hirakawa, and 3 more authors IEEE Robotics and Automation Letters, 2020 arXiv Bib HTML @article{ogura2020ral, author = {Ogura, Tadashi and Magassouba, Aly and Sugiura, Komei and Hirakawa, Tsubasa and Yamashita, Takayoshi and Fujiyoshi, Hironobu and Kawai, Hisashi}, journal = {IEEE Robotics and Automation Letters}, number = {4}, pages = {5945--5952}, volume = {5}, year = {2020} } 2019 Deep learning-based image recognition for autonomous driving Hironobu Fujiyoshi, Tsubasa Hirakawa, and Takayoshi Yamashita IATSS Research, 2019 Bib HTML @article{fujiyoshi2019IATSS, author = {Fujiyoshi, Hironobu and Hirakawa, Tsubasa and Yamashita, Takayoshi}, journal = {IATSS Research}, number = {4}, pages = {244--252}, title = {{Deep learning-based image recognition for autonomous driving}}, volume = {43}, year = {2019} } 2018 Can AI predict animal movements? Filling gaps in animal trajectories using inverse reinforcement learning Tsubasa Hirakawa, Takayoshi Yamashita, Toru Tamaki, Hironobu Fujiyoshi, and 4 more authors Ecosphere, 2018 Bib HTML @article{hirakawa2018ecosphere, author = {Hirakawa, Tsubasa and Yamashita, Takayoshi and Tamaki, Toru and Fujiyoshi, Hironobu and Umezu, Yuta and Takeuchi, Ichiro and Matsumoto, Sakiko and Yoda, Ken}, journal = {Ecosphere}, number = {10}, pages = {e02447}, title = {Can AI predict animal movements? Filling gaps in animal trajectories using inverse reinforcement learning}, volume = {9}, year = {2018} } 2017 Tree-Wise Discriminative Subtree Selection for Texture Image Labeling Tsubasa Hirakawa, Toru Tamaki, Takio Kurita, Bisser Raytchev, and 3 more authors IEEE Access, 2017 Bib HTML @article{hirakawa2017access, author = {Hirakawa, Tsubasa and Tamaki, Toru and Kurita, Takio and Raytchev, Bisser and Kaneda, Kazufumi and Wang, Chaohui and Najman, Laurent}, journal = {IEEE Access}, pages = {13617--13634}, title = {Tree-Wise Discriminative Subtree Selection for Texture Image Labeling}, volume = {5}, year = {2017} } 2016 Development of a Real-time Colorectal Tumor Classification System for Narrow-band Imaging zoom-videoendoscopy Tsubasa Hirakawa, Toru Tamaki, Bisser Raytchev, Kazufumi Kaneda, and 4 more authors arXiv preprint, 2016 arXiv Bib author = {Hirakawa, Tsubasa and Tamaki, Toru and Raytchev, Bisser and Kaneda, Kazufumi and Koide, Tetsushi and Yoshida, Shigeto and Mieno, Hiroshi and Tanaka, Shinji}, journal = {arXiv preprint}, title = {Development of a Real-time Colorectal Tumor Classification System for Narrow-band Imaging zoom-videoendoscopy}, year = {2016} } Domain Adaptation with L2 constraints for classifying images from different endoscope systems Toru Tamaki, Shoji Sonoyama, Takio Kurita, Tsubasa Hirakawa, and 7 more authors arXiv preprint, 2016 arXiv Bib author = {Tamaki, Toru and Sonoyama, Shoji and Kurita, Takio and Hirakawa, Tsubasa and Raytchev, Bisser and Kaneda, Kazufumi and Koide, Tetsushi and Yoshida, Shigeto and Mieno, Hiroshi and Tanaka, Shinji and Chayama, Kazuaki}, journal = {arXiv preprint}, title = {Domain Adaptation with {L2} constraints for classifying images from different endoscope systems}, year = {2016} } Defocus-aware Dirichlet particle filter for stable endoscopic video frame recognition Tsubasa Hirakawa, Toru Tamaki, Bisser Raytchev, Kazufumi Kaneda, and 4 more authors Artificial Intelligence in Medicine, 2016 Bib HTML @article{hirakawa2016ddpf, author = {Hirakawa, Tsubasa and Tamaki, Toru and Raytchev, Bisser and Kaneda, Kazufumi and Koide, Tetsushi and Yoshida, Shigeto and Kominami, Yoko and Tanaka, Shinji}, journal = {Artificial Intelligence in Medicine}, pages = {1--16}, title = {Defocus-aware Dirichlet particle filter for stable endoscopic video frame recognition}, volume = {68}, year = {2016} } Computer-aided diagnosis of colorectal polyp histology by using a real-time image recognition system and narrow-band imaging magnifying colonoscopy Yoko Kominami, Shigeto Yoshida, Shinji Tanaka, Yoji Sanomura, and 6 more authors Gastrointestinal Endoscopy, 2016 Bib HTML @article{kominami2016, author = {Kominami, Yoko and Yoshida, Shigeto and Tanaka, Shinji and Sanomura, Yoji and Hirakawa, Tsubasa and Raytchev, Bisser and Tamaki, Toru and Koide, Tetsusi and Kaneda, Kazufumi and Chayama, Kazuaki}, journal = {Gastrointestinal Endoscopy}, number = {3}, pages = {643--649}, title = {Computer-aided diagnosis of colorectal polyp histology by using a real-time image recognition system and narrow-band imaging magnifying colonoscopy}, volume = {83}, year = {2016} } 2013 Sa1668 Usefulness of Magnifying Endoscopy With Blue LASER Imaging for Diagnosis of Early Gastric Cancer Rie Miyaki, Shigeto Yoshida, Shinji Tanaka, Yoko Kominami, and 12 more authors Gastrointestinal Endoscopy, 2013 DDW Abstract Issue 2013 Bib HTML @article{miyaki2013, author = {Miyaki, Rie and Yoshida, Shigeto and Tanaka, Shinji and Kominami, Yoko and Sanomura, Yoji and Matsuo, Taiji and Oka, Shiro and Hirakawa, Tsubasa and Raytchev, Bisser and Tamaki, Toru and Mishima, Tsubasa and Shigemi, Satoshi and Koide, Tetsushi and Kaneda, Kazufumi and Yoshihara, Masaharu and Chayama, Kazuaki}, journal = {Gastrointestinal Endoscopy}, note = {DDW Abstract Issue 2013}, number = {5, Supplement}, pages = {AB285}, title = {Sa1668 Usefulness of Magnifying Endoscopy With Blue LASER Imaging for Diagnosis of Early Gastric Cancer}, volume = {77}, year = {2013} } Mo1642 Quantitative Analysis of NBI Magnifying Colonoscopy Images Based on Bag-of-Features for Diagnosis of Colorectal Tumors Yoko Kominami, Shigeto Yoshida, Shinji Tanaka, Rie Miyaki, and 12 more authors Gastrointestinal Endoscopy, 2013 DDW Abstract Issue 2013 Bib HTML @article{kominami2013, author = {Kominami, Yoko and Yoshida, Shigeto and Tanaka, Shinji and Miyaki, Rie and Sanomura, Yoji and Matsuo, Taiji and Kanao, Hiroyuki and Oka, Shiro and Hirakawa, Tsubasa and Mishima, Tsubasa and Shigemi, Satoshi and Raytchev, Bisser and Tamaki, Toru and Koide, Tetsushi and Kaneda, Kazufumi and Chayama, Kazuaki}, journal = {Gastrointestinal Endoscopy}, note = {DDW Abstract Issue 2013}, number = {5, Supplement}, pages = {AB455--AB456}, title = {Mo1642 Quantitative Analysis of NBI Magnifying Colonoscopy Images Based on Bag-of-Features for Diagnosis of Colorectal Tumors}, volume = {77}, year = {2013} }