Interest

Machine Learning, Computer Vision, Object Detection, Domain Adaptation, Few-shot Learning

Experience

• Apr. 2022 - now: AI Group Manager at EVERSTEEL Inc.

• Apr. 2019 - July 2023: Computer Vision Research Engineer at DeNA Co., Ltd. / GO Inc.

• Feb. 2021 - March. 2021: [freelance] Computer Vision Researcher at Konica Minolta, Inc.

• Feb. 2020 - March. 2020: [freelance] Computer Vision Researcher at NTT DATA

> [See all experiences (linkedin)]

Education

• Bachelor's and Master's Graduate from the Harada Lab. (MIL),
  Mechano-Informatics, Graduate School of Information Science and Technology,  the University of Tokyo.

• Ph.D. Student at the Kawakami Lab. (Open-vision lab.), 
  School of Engineering, Tokyo Institute of Technology.

Publications

• Takumi Karasawa, Nakamasa Inoue, Rei Kawakami, "Spatiality-Aware Prompt Tuning for Few-shot Small Object Detection", The 2024 IEEE International Conference on Image Processing (ICIP), 2024.

• Daichi Tanaka, Takumi Karasawa, Rei Kawakami, “鉄スクラップのリサイクルのための生成モデルを活用したテキストと画像の少数例示による異常の領域分割”, The 27th Meeting on Image Recognition and Understanding (MIRU), 2024.

• Hiroto Honda, Motoki Kimura, Takumi Karasawa, Yusuke Uchida. "End-to-End Monocular Vanishing Point Detection Exploiting Lane Annotations." arXiv preprint arXiv:2108.13699, 2021.

• Takumi Karasawa*, Kohei Watanabe*, Qishen Ha, Antonio Tejero-De-Pablos, Yoshitaka Ushiku, Tatsuya Harada. "Multispectral Object Detection for Autonomous Vehicles." Thematic Workshop of 25th Annual ACM International Conference on Multimedia (ACMMM), 2017.

• Qishen Ha, Kohei Watanabe, Takumi Karasawa, Yoshitaka Ushiku, Tatsuya Harada. "MFNet: Towards Real-Time Semantic Segmentation for Autonomous Vehicles with Multi-Spectral Scenes." The 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2017.

> [dblp]

Kaggle competitions

all results:

• Nov. 2021: NFL Health & Safety - Helmet Assignment：16/825, Top 2% (Silver medal)

• Nov. 2020: Lyft Motion Prediction for Autonomous Vehicles：28/935, Top 3% (Silver medal)

• Sep. 2019: APTOS 2019 Blindness Detection：79/2943, Top 3% (Silver medal)

• June 2019: Freesound Audio Tagging 2019：23/880, Top 3% (Silver medal)

> [kaggle account]

National Qualifications

• Dec. 2015: Applied Information Technology Engineer 

• June 2016: Information Security Specialist

＞ Recent Works

Contact

zaki19930927[at]gmail.com

takumi.karasawa[at]eversteel.co.jp