Shanni Wu
PhD Candidate
Singapore, Singapore
Summary
🤩
Rockstar🎓
Top SchoolShanni Wu is a PhD candidate and AI-focused software engineer based in Singapore with five years of hands-on experience in computer vision and pose estimation. As an active contributor to the prominent OpenMMLab mmpose project, she has implemented multi-stage loss functions, integrated advanced backbones like RSN and MSPN, and improved multi-batch inference and post-processing including NMS options. With an MS in Artificial Intelligence from Nanyang Technological University and a strong software engineering foundation from Nanjing University of Posts and Telecommunications, she blends rigorous research training with practical system-level engineering. A national-level awardee in China's BDCI competition, she combines competitive data-science instincts with clean code and reproducible model development.
5 years of coding experience
Master of Science - MS, Artificial Intelligence, Master of Science - MS, Artificial Intelligence at 南洋理工大学Bachelor's degree, Software Engineering, 86.8/100, Bachelor's degree, Software Engineering, 86.8/100 at 南京邮电大学
Github Skills (8)
computer-vision10
pytorch10
trainings10
pose-estimation10
modeling10
model-optimization9
machine-learning9
python8
Programming languages (2)
Github contributions (5)
open-mmlab/mmpose
Oct 2020 - Apr 2022
OpenMMLab Pose Estimation Toolbox and Benchmark.
Role in this project:
ML Engineer
ML EngineerContributions:42 reviews, 19 commits, 31 PRs in 1 year 5 months
Contributions summary:Shanni primarily contributed to the development and modification of the pose estimation model, adding features such as multi-stage loss and the integration of new backbone architectures like RSN and MSPN. They also focused on improving the post-processing steps, including the addition of a new post-process method and the integration of NMS options within the dataset implementations. Furthermore, the user has been actively refactoring and updating the codebase related to multi-batch inference and model training.
hourglassface-keypointbenchmarkopenmmlabhuman-pose
wusize/colorization
May 2021 - Jul 2021
Contributions:35 commits, 33 pushes, 1 branch in 2 months
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