Suzy Zhou Senior Applied Scientist, Amazon Email: suzy.zhou27 [AT] gmail [DOT] com CV | Google Scholar | Github | LinkedIn

About Me

I am a Senior Applied Scientist at Amazon, leading machine learning initiatives in product compliance detection. I bring deep expertise in building scalable ML systems that solve complex business problems and deliver measurable results.

I operate a family and local business in construction in the Bay Area, giving me a unique dual lens into both technology and hands-on business operations.

With a proven ability to lead cross-functional efforts, balance competing priorities, and drive high-impact outcomes, I consistently deliver with clarity, accountability, and trust. My strength lies in bridging strategy and execution—whether in tech or business.

News

Selected Publications

• Automated bone mineral density prediction and fracture risk assessment using plain radiographs via deep learning
  Hsieh Chen-I, Kang Zheng, Chihung Lin, Ling Mei, Le Lu, Weijian Li, Fang-Ping, Chen, Yirui Wang, Xiao-Yun Zhou, Fakai Wang and others
  Nature Communication, 2021
  
• Adversarial invariant learning
  Nanyang Ye, Jingxuan Tang, Huayu Deng, Xiao-Yun Zhou, Qianxiao Li, Zhenguo Li
  CVPR, 2021
  
• An Annealing Mechanism for Adversarial Training Acceleration
  Nanyang Ye, Qianxiao Li, Xiao-Yun Zhou, and Zhanxing Zhu
  TNNLS, 2021
  
• Real-time Surgical Environment Enhancement for Robot-Assisted Minimally Invasive Surgery Based on Super-Resolution
  Ruoxi Wang, Dandan Zhang, Qingbiao Li, Xiao-Yun Zhou, and Benny Lo
  ICRA, 2021
  
• VeniBot: Towards Autonomous Venipuncture with Semi-supervised Vein Segmentation from Ultrasound Images
  Yu Chen, Yuxuan Wang, Bolin Lai, Zijie Chen, Xu Cao, Nanyang Ye, Zhongyuan Ren, Junbo Zhao, Xiao-Yun Zhou, and Peng Qi
  IROS, 2021
  
• Semi-Supervised Learning for Bone Mineral Density Estimation in Hip X-ray Images
  Kang Zheng, Yirui Wang, Xiao-Yun Zhou, Fakai Wang, Le Lu, Chihung Lin, Lingyun Huang and others
  MICCAI, 2021
  
• Knowledge Distillation with Adaptive Asymmetric Label Sharpening for Semi-supervised Fracture Detection in Chest X-rays
  Yirui Wang, Kang Zheng, Chi Tung Cheng, Xiao-Yun Zhou, Zhilin Zheng, Jing Xiao, Le Lu, ChienHung Liao, Shun Miao
  IPMI, 2021
  
• Amata: An Annealing Mechanism for Adversarial Training Acceleration
  Nanyang Ye, Qianxiao Li, Xiao-Yun Zhou, Zhanxing Zhu
  AAAI, 2021
  
• Instantiation-Net: 3D RV mesh instantiation from a single 2D MRI projection
  Zhao-Yang Wang*, Xiao-Yun Zhou*, Peichao Li, Guang-Zhong Yang
  MICCAI, 2020
  arxiv
• Z-Net: an asymmetric 3D DCNN for medical CT volume segmentation
  Peichao Li*, Xiao-Yun Zhou*, Zhao-Yang Wang, Guang-Zhong Yang
  IROS, 2020
  arxiv
• ACNN: a full resolution DCNN for medical image segmentation
  Xiao-Yun Zhou*, Jian-Qing Zheng*, Peichao Li, Guang-Zhong Yang
  ICRA, 2020
  pdf
• Artificial intelligence for surgery
  Xiao-Yun Zhou, Yao Guo, Mali Shen, Guang-Zhong Yang
  Frontier of Medicine, 2020
  
• One-stage shape instantiation from a single 2D image to 3D point cloud
  Xiao-Yun Zhou*, Zhao-Yang Wang*, Peichao Li, Jian-Qing Zheng, Guang-Zhong Yang
  MICCAI, 2019
  
• Normalization in training U-Net for 2D biomedical semantic segmentation
  Xiao-Yun Zhou, Guang-Zhong Yang
  RAL, 2019
  
• Real-time 3D shape instantiation of partially-deployed stent segment from a single 2D fluoroscopic image for fenestrated endovascular aortic repair
  Jian-Qing Zheng*, Xiao-Yun Zhou*, Celia Riga, Guang-Zhong Yang
  RAL, 2019
  
• U-Net training with Instance-Layer Normalization
  Xiao-Yun Zhou, Peichao Li, Zhao-Yang Wang, Guang-Zhong Yang
  MICCAI MMMI workshop, 2019
  
• Towards 3D path planning from a single 2D fluoroscopic image for robot assisted fenestrated endovascular aortic repair
  Jian-Qing Zheng, Xiao-Yun Zhou, Celia Riga, Guang-Zhong Yang
  ICRA, 2019
  
• A real-time and registration-free framework for dynamic shape instantiation
  Xiao-Yun Zhou, Guang-Zhong Yang
  MedIA, 2018
  
• Towards automatic 3D shape instantiation for deployed stent grafts: 2D multiple-class and class-imbalance marker segmentation with equally-weighted focal U-Net
  Xiao-Yun Zhou, Celia Riga, Su-Lin Lee, Guang-Zhong Yang
  IROS, 2018
  
• Real-time 3D shape instantiation from single fluoroscopy projection for fenestrated stent graft deployment
  Xiao-Yun Zhou, Jianyu Lin, Celia Riga, Guang-Zhong Yang
  RAL, 2018
  
• An efficient cardiac mapping strategy for radiofrequency catheter ablation with active learning
  Yingjing Feng, Ziyan Guo, Ziyang Dong, Xiao-Yun Zhou, Ka-Wai Kwok, Sabine Ernst, Su-Lin Lee
  IJCARS, 2017
  
• Stent graft shape instantiation for fenestrated endovascular aortic repair
  Xiao-Yun Zhou, Celia Riga, Guang-Zhong Yang, Su-Lin Lee
  The Hamlyn Symposium on Medical Robotics, 2017
  
• Path planning for robot-enhanced cardiac radiofrequency catheter ablation
  Xiao-Yun Zhou, Sabine Ernst, Su-Lin Lee
  ICRA, 2016