mingcv / bread

The online demo of Bread (Low-light Image Enhancement via Breaking Down the Darkness). This demo is developed to enhance images with poor/irregular illumination and annoying noises.

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Examples

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Run time and cost

This model costs approximately $0.00052 to run on Replicate, or 1923 runs per $1, but this varies depending on your inputs. It is also open source and you can run it on your own computer with Docker.

This model runs on Nvidia T4 GPU hardware. Predictions typically complete within 3 seconds. The predict time for this model varies significantly based on the inputs.

Readme

Model description

This is the official online demo of Bread: “Low-light Image Enhancement via Breaking Down the Darkness” by Xiaojie Guo and Qiming Hu (accepted by IJCV).

Intended use

You can freely use this demo to enhance your photos under unsatisfactory illumination and/or tricky camera noises.

Caveats and recommendations

Increase the “gamma” value for brighter outputs, and the “strength” value for smoother outputs. That is to say, when your photo seems too dark, please increase the “gamma” value; when too noisy, increase the “strength” value; when too bright, reduce the “gamma” value; when too smooth, reduce the “strength” value.