Songxiao Yang

Songxiao Yang

Tokyo Institute of Technology

Welcome to my homepage!

I am a PhD student in Okutomi Lab at Tokyo Institute of Technology. Currently I am working with Masatoshi Okutomi.

My research interest includes medical imaging and computer vision.

🔥 News

  • 2026.05:  🎉🎉 New paper on Pipeline Magnetic Flux Leakage Imaging is accepted by SIGKDD2026.
  • 2026.05:  🎉🎉 New paper on Segmentation of Bone Erosion is accepted by IEEE EMBC2026.
  • 2025.10:  🎉🎉 New paper on Segmentation of Wrist Carpal Bones is accepted by IEEE BIBM2025.
  • 2025.10:  🎉🎉 The extension of IEEE EMBC2024 paper is accepted by BSPC2026.
  • 2025.09:  🎉🎉 New paper on Multi-task X-Ray Rheumatoid Arthritis Database is accepted by NeurIPS2025.
  • 2024.06:  🎉🎉 We achieved Top-5 in the CVPR 2024: Segment Anything In Medical Images On Laptop.
  • 2024.04:  🎉🎉 New paper on MRI reconstruction is accepted by IEEE EMBC2024.

🚀 Featured Datasets

New · Full-hand RA benchmark

RAM-H1200

A unified hand radiograph dataset for rheumatoid arthritis analysis, covering whole-hand bone instance segmentation, pixel-level bone erosion masks, SvdH joint regions, and joint-level BE/JSN scoring.

Paper Dataset Code
NeurIPS 2025 · Wrist RA benchmark

RAM-W600

A multi-task wrist X-ray dataset and benchmark for rheumatoid arthritis, designed for anatomical structure understanding and clinically relevant RA assessment.

Paper Dataset Code

📝 Publications

KDD 2026
sym

PipeMFL-240K: A Dataset and Benchmark for Object Detection in Pipeline Magnetic Flux Leakage Imaging

Tianyi Qu*, Songxiao Yang*, Haolin Wang*, Huadong Song, Xiaoting Guo, Wenguang Hu, Guanlin Liu, Honghe Chen, Yafei Ou

EMBC 2026
sym

BESegNet: A Bone Erosion Segmentation Network for Rheumatoid Arthritis in Conventional Radiography (to appear)

Songxiao Yang, Haolin Wang, Tamotsu Kamishima, Masayuki Ikebe, Yafei Ou, Masatoshi Okutomi

BIBM 2025
sym

AP-DPM: A Dual-Path Merging Network via Adversarial Anatomical Prior Guidance for Wrist Bone Segmentation

Songxiao Yang, Haolin Wang, Masayuki Ikebe, Tamotsu Kamishima, Yafei Ou, Masatoshi Okutomi

BSPC 2026
sym

PixelINR: Scan-specific self-supervised MRI reconstruction based on implicit neural representations

Songxiao Yang, Yafei Ou, Masatoshi Okutomi

NeurIPS 2025
sym

RAM-W600: A Multi-Task Wrist Dataset and Benchmark for Rheumatoid Arthritis

Songxiao Yang, Haolin Wang, Yao Fu, Ye Tian, Tamotsu Kamishima, Masayuki Ikebe, Yafei Ou, Masatoshi Okutomi

CVPR 2024 Workshop
sym

A Light-weight Universal Medical Segmentation Network for Laptops Based on Knowledge Distillation

Songxiao Yang, Yizhou Li, Ye Chen, Zhuofeng Wu, Masatoshi Okutomi

EMBC 2024
sym

Instance-Wise MRI Reconstruction Based on Self-Supervised Implicit Neural Representation

Songxiao Yang, Yizhou Li, Masatoshi Okutomi

CIKM 2022
sym

Hammer pdf: An intelligent pdf reader for scientific papers

Sheng-Fu Wang, Shu-Hang Liu, Tian-Yi Che, Yi-Fan Lu, Song-Xiao Yang, Heyan Huang, Xian-Ling Mao

SPIE MI 2021
sym

U-SDRC: a novel deep learning-based method for lesion enhancement in liver CT images

Zhongshu Zheng, Ling Ma, Songxiao Yang, Said Boumaraf, Xiabi Liu, Xiaohong Ma

🎖 Honors and Awards

  • 2025.11 I received the Student Travel Grant from IEEE EMBC 2026.
  • 2025.11 I received the Student Award from BIBM 2025.
  • 2025.10 I received the Scholar Award from NeurIPS 2025.
  • 2024.06 I received the “Meritorious Winner Award”(Top5) from CVPR 2024: Segment Anything In Medical Images On Laptop.
  • 2023.09 I received the “ICT Outstanding Student Award (Masters)” from the Department of Information and Communication Engineering.
  • 2022.06 I received the “Best Research Proposal Presentation Award” from the Department of Information and Communication Engineering.

⚖️ Academic Service

  • Reviewer of NeurIPS. (2026)
  • Reviewer of IEEE International Conference on Bioinformatics and Biomedicine. (2024~)

📖 Educations

  • 2023.09 - present, Tokyo Institute of Technology, System and Control Engineering, Doctor of Engineering.
  • 2021.09 - 2023.09, Tokyo Institute of Technology, Information and Communication Engineering, Master of Engineering.
  • 2017.09 - 2021.06, Beijing Institute of Technology, Computer Science and Technology, Bachelor of Engineering.

💻 Internships