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Is the noise synthesis model available?

Open andrewyguo opened this issue 1 year ago • 5 comments

Hi, Thank you for your work.

I wanted to check to see if the noise model is available. I am interested in using it to add noise to my own images to simulate low-light noise in CMOS sensors.

I know that the readme mentions:

Due to the business license, we are unable to to provide the noise model as well as the calibration method. Instead, we release our collected ELD dataset and our pretrained models to facilitate future research.

But I also see this update:

2022/01/08: Major Update: Release the training code and other related items (including synthetic datasets, customized rawpy, calibrated camera noise parameters, baseline noise models, calibrated SonyA7S2 camera response function (CRF) and a modern implementation of EMoR radiometric calibration method) to accelerate further research!

Does 'baseline noise models' include the noise synthesizer?

Thanks

andrewyguo avatar Oct 02 '24 17:10 andrewyguo

Thanks for your interest. The baseline noise models here denote the classic Gaussian (G) and Gaussian-Poissonian (G+P) noise model, which are implemented in noise.py

Vandermode avatar Oct 03 '24 13:10 Vandermode

Thanks @Vandermode.

Is it possible to get the more complex models? I am a Masters student affiliated with the University of Toronto who will use it for only educational purposes. I can email you more information.

image

andrewyguo avatar Oct 03 '24 19:10 andrewyguo

Probably due to some copyright restrictions, @Vandermode did not open source the source code of the ELD noise model. We reproduced ELD in the latest work of ICCV23 (the metrics are roughly the same as ELD), and there is also a relatively complete codebase. If you are interested, please refer to it! Github Repo: https://github.com/Srameo/LED

Srameo avatar Oct 04 '24 04:10 Srameo

Thank you @Srameo . I will take a look

Can you point me to where the ELD noise model is in your codebase?

andrewyguo avatar Oct 04 '24 13:10 andrewyguo

The noise model is in this file, and a example of the options can be found here.

Srameo avatar Oct 04 '24 19:10 Srameo