Wei-chih Chern

Graduate Assistant

Ohio, United States
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Summary

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Top School
Wei-chih Chern is a Ph.D. student and computer vision engineer with eight years of experience applying ML and deep learning to real-world systems, currently researching action localization and weakly-supervised segmentation for construction safety at the University of Dayton. He brings practical embedded and production experience—from accelerating AR and ADAS pipelines and optimizing models for TI hardware to deploying vision stacks with Docker and Redis—bridging research and applied engineering. His background includes SAR-based glacier detection and face recognition, demonstrating skill with diverse sensor modalities and domain transfer. As a former team co-lead in industry, he has delivered performance gains through algorithmic and systems optimizations (FPS and mAP improvements) and model quantization for edge devices. Advisored jointly by labs in the U.S. and South Korea, he combines collaborative academic rigor with hands-on product deployment.
code7 years of coding experience
job1 year of employment as a software developer
bookCalifornia Polytechnic State University, San Luis Obispo
bookBachelor of Engineering - BE, Electrical and Electronics Engineering, Bachelor of Engineering - BE, Electrical and Electronics Engineering at National Changhua University of Education
bookDoctor of Philosophy - PhD, Electrical and Computer Engineering, Doctor of Philosophy - PhD, Electrical and Computer Engineering at University of Dayton
languagesChinese, English
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Github Skills (127)

python10
annotations10
deep-learning10
efficientnet10
keras-models10
labeling10
bounding-box10
intel10
imagenet10
raspbian10
training-data10
sdk10
neural-network10
object-detection10
computer-vision10

Programming languages (8)

C#DockerfileShellC++JavaScriptSwiftJupyter NotebookPython

Github contributions (5)

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Simple Copy and Paste Implementation for Semantic Segmentation (Data Augmentation)
Contributions:8 commits, 2 PRs, 6 pushes in 7 months
segmentationsemantic-segmentationaugmentationsemanticdata-augmentation
Contributions:12 pushes, 1 branch in 11 months
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Wei-chih Chern - Graduate Assistant