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Benchmarking noise-reduction methods on simulated Vera Rubin Observatory DC2 images: benchmark harness, science metrics and the no-processing control

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astro-denoise

Benchmarking of noise-reduction methods on simulated DC2 images of the Vera Rubin Observatory.

This repository is the core of the project: the benchmark harness, the science metrics and the no-processing control method. The BM3D and U-Net methods live in their own repositories and plug in through the astro_denoise.methods entry point.

Status: 0.x, under active development. The three packages below are being merged into a single astro-denoise package.

Package Path
astro-denoise-bench packages/bench
astro-denoise-metrics packages/metrics
astro-denoise-passthrough packages/passthrough

Documents

paper/ holds the thesis documents as TeXForge projects: propuesta (the research proposal, APA format for Universidad de La Salle) and marco-etico (the ethical framework). Build one with texforge build inside its folder.

The DC2 data is not in this repository; it stays local.

About

Benchmarking noise-reduction methods on simulated Vera Rubin Observatory DC2 images: benchmark harness, science metrics and the no-processing control

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