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Chaithya G R

PROFILE

Chaithya G R

Worked on the deepinv/deepinv repository to implement complex-valued data support for WaveletDenoiser, WaveletDictDenoiser, and WaveletPrior, enhancing the denoising pipeline for complex signals. Leveraged Python and PyTorch to update internal helper functions and extend the PSNR metric for accurate evaluation of complex data. Focused on numerical computing and signal processing, the work included comprehensive test updates to validate new functionality and prevent regressions. Addressed MRI-related requirements by stabilizing changes and introducing performance checks, ensuring reliable processing of complex-valued inputs. The contribution emphasized stability, measurable improvements in denoising quality, and robust test coverage for advanced wavelet-based methods.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
123
Activity Months1

Work History

October 2025

1 Commits • 1 Features

Oct 1, 2025

October 2025: Implemented complex-valued data support across WaveletDenoiser, WaveletDictDenoiser, and WaveletPrior; enabled complex handling in PSNR; updated internal helpers and tests to verify the new functionality. Addressed MRI-related changes and added performance checks to ensure reliability of complex-valued processing. Focused on stability, test coverage, and measurable improvements in denoising quality for complex signals.

Activity

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Quality Metrics

Correctness90.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

JinjaPython

Technical Skills

Numerical ComputingPyTorchPythonSignal ProcessingWavelet Transforms

Repositories Contributed To

1 repo

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

deepinv/deepinv

Oct 2025 Oct 2025
1 Month active

Languages Used

JinjaPython

Technical Skills

Numerical ComputingPyTorchPythonSignal ProcessingWavelet Transforms