Researcher

Keywords

Fields of Research (FoR)

Computer vision, Deep learning, Pattern recognition, Machine learning, Applications in health, Image processing, Social robotics, Graph, social and multimedia data

Biography

Dr Yang Song is an ARC Future Fellow and Scientia Associate Professor in the School of Computer Science and Engineering. She is also currently the Associate Head of School (Research). She graduated with a BEng in Computer Engineering from Nanyang Technological University, Singapore, and obtained a PhD degree in Computer Science from the University of Sydney in 2013.

Her research area is in Computer VisionBiomedical Image AnalysisMachine...view more

Dr Yang Song is an ARC Future Fellow and Scientia Associate Professor in the School of Computer Science and Engineering. She is also currently the Associate Head of School (Research). She graduated with a BEng in Computer Engineering from Nanyang Technological University, Singapore, and obtained a PhD degree in Computer Science from the University of Sydney in 2013.

Her research area is in Computer VisionBiomedical Image AnalysisMachine Learning, Deep Learning, and AI. She has over 220 peer-reviewed publications including papers in TMI, MedIA, TIP, TMM, NeuroImage, Bioinformatics, CVPR, ICCV, AAAI, IJCAI, ICLR and MICCAI. Her current research mainly focuses on the development of machine learning and deep learning algorithms for computer vision problems such as:

  • Segmentation in radiological images 
  • Cancer analysis in histopathology images
  • Cell segmentation and tracking
  • Point clouds analysis
  • 3D image reconstruction
  • Object detection and recognition
  • Action recognition and video analysis
  • Vision-based autonomous driving
  • Image enhancement and translation

Personal website - http://www.cse.unsw.edu.au/~ysong/ 


My Awards

Selected awards: 

  • 2024      ARC Industrial Transformation Research Hub for Human-Robot Teaming (2024 - 2029) 
  • 2023      Award for Inclusion Research, Google
  • 2023      ARC Linkage Project (2023 - 2026)
  • 2023      Women in AI 2023 Asia-Pacific Award in AI in Innovation
  • 2022      NHMRC Ideas Grant (2023 - 2027)
  • 2021      Faculty of Engineering Research Excellence Award, UNSW
  • 2021      Impact Scholar, Google
  • 2020      Scientia Fellowship, UNSW (2020 - 2028)
  • 2019      ARC Future Fellowship (2020 - 2024)
  • 2017      Dean’s Research Award, University of Sydney
  • 2015      ARC Discovery Early Career Researcher Award (DECRA) (2015 - 2018)
  • 2013      Google Publication Prize

My Research Supervision


Areas of supervision

Key areas: biomedical image analysis, general computer vision, deep learning, machine learning, interdisciplinary computer vision applications, multimedia data analysis

Actively recruiting PhD students. Interested candidates are strongly encouraged to apply.

See my personal website for more information - http://www.cse.unsw.edu.au/~ysong


My Teaching

  • COMP9517 - Computer Vision 
  • COMP9417 - Machine Learning and Data Mining
  • COMP9491 - Applied Artificial Intelligence
  • Vertically Integrated Project - AI 4 Everyone
  • Supervision of Honours thesis studies and Master's research project studies 
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Location

Room 401E, K17, CSE