Sota Kato加藤 聡太
I am a researcher in computer vision and machine learning, currently working at K2I. I received my Ph.D. in Engineering from Meijo University. My research interests center on the challenges and applications of real-world data in deep learning across diverse domains. My past work includes image recognition in cell biology and medical imaging, as well as learning under class imbalance. More recently, I have been exploring real-time models for low-TOPS hardware and methods for leveraging knowledge from foundation models and other large-scale models.
- Computer Vision
- Edge AI
- Foundation Models
- Imbalanced Learning
- Medical Imaging
Research
Edge AI for Autonomous Driving
REMODE: REal-time Monocular 3D Object Detection on Edge Devices
Foundation Model Adaptation
Imbalanced Learning
2 items
Medical Imaging
3 items
Biological Imaging
3 itemsOne-shot and partially-supervised cell image segmentation
Automatic preprocessing for segmentation
Cell image segmentation using image translation
Action Recognition and Visualization
2 itemsPitching classification and habit detection
Classifying physical activity in free-living preschool children
Experience
- Feb 2025 – Present K2I Ltd. Research Engineer
- Apr 2024 – Jan 2025 SenseTime Japan Ltd. Research Engineer
- Apr 2023 – Mar 2024 JSPS Research Fellowship (DC2)
- Apr 2021 – Mar 2023 Special Assistant Faculty of Science and Engineering, Meijo University
Education
- Apr 2021 – Mar 2024 Ph.D. (Doctor of Engineering) Graduate School of Science and Engineering, Meijo University
- Apr 2019 – Mar 2021 M.Eng. (Master of Engineering) Graduate School of Science and Engineering, Meijo University
- Apr 2015 – Mar 2019 B.Eng. (Bachelor of Engineering) Faculty of Engineering, Meijo University
Contact
For inquiries, collaborations, or further information, please feel free to reach out.