研究概要

主要論文

• 1. Charoenpitaks, Korawat, Van-Quang Nguyen, Masanori Suganuma, Masahiro Takahashi, Ryoma Niihara, and Takayuki Okatani.:
  "Exploring the Potential of Multi-Modal AI for Driving Hazard Prediction"
  IEEE Transactions on Intelligent Vehicles, Early Access, 1-11 (2024).
• 2. Yamane, Tatsuro, Pang-jo Chun, Ji Dang, and Takayuki Okatani.:
  "Deep learning-based bridge damage cause estimation from multiple images using visual question answering"
  Structure and Infrastructure Engineering 1-14 (2024)
• 3. Kunlamai, Thannarot, Tatsuro Yamane, Masanori Suganuma, Pang‐Jo Chun, and Takayaki Okatani.:
  "Improving visual question answering for bridge inspection by pre‐training with external data of image–text pairs"
  Computer‐Aided Civil and Infrastructure Engineering 39, no. 3, 345-361 (2024)
• 4. Zhang, Jie, Masanori Suganuma, and Takayuki Okatani.:
  "Contextual affinity distillation for image anomaly detection"
  In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 149-158 (2024)
• 5. Lu, Xiangyong, Masanori Suganuma, and Takayuki Okatani.:
  "SBCFormer: Lightweight Network Capable of Full-size ImageNet Classification at 1 FPS on Single Board Computers"
  In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 1123-1133 (2024)
• 6. Wang, Zhijie, Masanori Suganuma, and Takayuki Okatani.:
  "Rethinking unsupervised domain adaptation for semantic segmentation"
  Pattern Recognition Letters 186, 119-125 (2024)
• 7. Aota, Toshimichi, Lloyd Teh Tzer Tong, and Takayuki Okatani.:
  "Zero-shot versus many-shot: Unsupervised texture anomaly detection"
  In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 5564-5572 (2023)
• 8. Zhu, Yanjie, Hidehiko Sekiya, Takayuki Okatani, Masayuki Tai, and Shogo Morichika.:
  "B-CNN: a deep learning method for accelerometer-based fatigue cracks monitoring system"
  Journal of Civil Structural Health Monitoring 13, no. 4, 947-959 (2023)
• 9. Wang, Zhijie, Xing Liu, Masanori Suganuma, and Takayuki Okatani.:
  "Unsupervised domain adaptation for semantic segmentation via cross-region alignment"
  Computer Vision and Image Understanding 234 (2023)
• 10. Nguyen, Van-Quang, Masanori Suganuma, and Takayuki Okatani.:
  "Grit: Faster and better image captioning transformer using dual visual features"
  In European Conference on Computer Vision, 167-184 (2022)

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