Dr. ZongYuan Ge 戈宗元

Machine learning scientist at Monash University, NVIDIA and Airdoc

I run two groups,

Monash Medical AI Group (MMAI): http://www.mmai.group/

Airdoc R&D Group: https://www.airdoc.com/

email: z dot ge at outlook.com or zongyuan.ge at monash.edu or gezongyuan@airdoc.com

More info:

I have a background in statistical analysis, machine learning and computer vision. My main focus is to translate algorithms into products and make people living a better life. I gained my understanding of the industry from my previous experience with IBM Watson Health and DeepGlint.

If you are a clinician with data and have a critical medical problem to solve, please feel free to contact and I will provide everything to make things happen (funding, people, data governance, computations etc.).

News

  • Two Ph.D. scholarships for 2020 are now open, please contact me if you are interested in the 2020 August round (06/20)
  • One Postdoc position in Vision + NLP available (02/20)
  • 8 Miccai + 3 ECCV papers submitted, well done team (03/20)
  • 2 NeurIPS + 1 TPAMI + 2 TMI + 1 MIA submitted (06/20)

Research papers

Retinal Abnormalities Recognition Using Regional Multitask Learning, International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2019 [PDF]

Progressive Transfer Learning and Adversarial Domain Adaptation for Cross-Domain Skin Disease Classification, Journal of Biomedical and Health Informatics (JBHI) 2019 [PDF]

Geometry-constrained Car Recognition Using a 3D Perspective Network, International Conference in Computer Vision (AAAI), 2020 [PDF]

Adversarial Discriminative Sim-to-real Transfer of Visuo-motor Policies, The International Journal of Robotic Research (IJRR), 2019 [PDF]

Generative OpenMax for Multi-Class Open Set Classification, British Machine Vision Conference (BMVC), 2017. [PDF]

Professional Service

Reviewer for:

  • Medical Imaging Computing and Computer Assisted Intervention (MICCAI)
  • AAAI Conference on Artificial Intelligence (AAAI)
  • Conference on Computer Vision and Pattern Recognition (CVPR)
  • Transactions on Medical Imaging (TMI)

Community:

  • Victoria Steering committee for the Australian Centre for Melanoma Imaging Diagnosis
  • Panel assessors for Monash University Central Clinical School
  • APRS Board Member