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Image signal process (ISP) parameters auto-tuning program based on Black-Box hyperparameter optimization

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coolsyn2000/ISP-AutoTuning

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ISP-AutoTuning

An ISP parameter auto-tuning script for presentation.

Tuning target

Tuning test.raw [nlm.h & eeh.edge_gain] for 50 iterations

What based on ?

  • fast-OpenISP, a simple but efficient isp-pipeline implemented by python.

  • OpenBox, OpenBox is an efficient system designed for generalized Black-box Optimization (BBO).

  • IQA metrics, full-reference metrics include LPIPS, PSNR, SSIM.

What Used for ?

A simple project to tune ISP parameters of raw image automatically for better image quality.

Run

python run_auto_tuning.py

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Image signal process (ISP) parameters auto-tuning program based on Black-Box hyperparameter optimization

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