Skip to content

Color shift #14

Description

@mingzhenhe

Dear Authors,

Thank you for releasing this amazing project.

I found some issues for extreme EV. For example, color shift. I found that the image's saturation has decreased after recovery (compared to the ground truth), i.e., dark black turned light black .

Have you ever encountered this phenomenon?
Would you please share any ideas on how to solve it?

Sincerely
Mingzhen

Activity

  1. cecret3350 commented on Sep 30, 2025

    @cecret3350
    Collaborator

    Dear Mingzhen,

    Thanks for your valuable observation.

    We also encounter similar failure cases during test.

    I think there are two possible reasons:

    1. The overall tonemapping style from the SICE dataset is not suitable for these cases.
    2. The decomposition strategy applied to the under exposure leads to the ignorance of the illuminance component.

    So, maybe you can try following experiment to improve the performance over these failure cases:

    1. Add some data that contain similar scenes of these failure cases.
    2. Add loss function to force model to learn do not modify color in specific regions.
    3. Do not perform decomposition on under exposure (directly input the RGB image).

    These are my initial thoughts. We can further discuss how to solve this problem elegantly.

  2. mingzhenhe commented on Sep 30, 2025

    @mingzhenhe
    Author

    Thank you very much! I'll try them.

    Happy National Day!

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Metadata

Metadata

Assignees

No one assigned

    Labels

    No labels
    No labels

    Type

    No type

    Projects

    No projects

      Milestone

      No milestone

      Relationships

      None yet

      Development

      No branches or pull requests

      Issue actions