Skip to content

Artifact on mask boundaries after fine-tuning in a medical imaging task #56

Description

@YingJGuo
Image

Hi, thanks for your great work.

I have a question regarding a phenomenon I observed after fine-tuning the model on my medical imaging task.

After fine-tuning, when I use a fixed caption as input, the predicted mask sometimes shows artifacts around the boundaries, as illustrated in the attached figure. However, this issue does not happen consistently — in some cases the mask boundary looks normal, while in others these edge artifacts appear.

I am not sure what might be causing this behavior. Could this be related to the fine-tuning process, the caption input, the dataset characteristics, or the mask decoding/post-processing stage?

I would really appreciate any suggestions on possible reasons or directions for debugging this issue.

Thanks in advance!

Metadata

Metadata

Assignees

No one assigned

    Labels

    No labels
    No labels

    Type

    No type
    No fields configured for issues without a type.

    Projects

    No projects

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions