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Siyu Wang

PROFILE

Siyu Wang

Worked on the opencv/opencv repository to deliver a targeted performance optimization for masked accumulate operations on 4-channel images. Developed new SIMD paths for the cv::accumulate() function using C++ and OpenCV Universal Intrinsics, specifically supporting both CV_32FC4 and CV_8UC4 to CV_32FC4 conversions. The implementation included robust regression tests and dedicated performance benchmarks, quantifying speedups up to 3.5x for common 8UC4 workloads. Maintained correctness by preserving scalar fallback for non-multiple input lengths and enhanced the test infrastructure to ensure stability. The work demonstrated strong skills in SIMD programming, image processing, and performance optimization within a complex codebase.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
481
Activity Months1

Your Network

234 people

Work History

May 2026

1 Commits • 1 Features

May 1, 2026

Month: 2026-05 — opencv/opencv: Delivered a targeted performance feature for masked accumulate on 4-channel images, with robust verification and performance evaluation. Implemented 4-channel SIMD paths (cn == 4) for masked cv::accumulate() using OpenCV Universal Intrinsics, covering both CV_32FC4 and CV_8UC4 -> CV_32FC4. Added comprehensive correctness regression tests and dedicated performance benchmarks to quantify gains and ensure stability. Maintained existing scalar fallback for tail data to preserve correctness across all input sizes.

Activity

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Quality Metrics

Correctness100.0%
Maintainability80.0%
Architecture100.0%
Performance100.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

C++

Technical Skills

SIMD programmingimage processingperformance optimizationunit testing

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

opencv/opencv

May 2026 May 2026
1 Month active

Languages Used

C++

Technical Skills

SIMD programmingimage processingperformance optimizationunit testing