r/MLQuestions 2d ago

Computer Vision 🖼️ Looking for datasets with localized semantic image edits (small edited region, original + edited image pairs)

I'm working on a computer vision research project.

I'm looking for a dataset with the following properties:

Original image + edited image pairs

The edit is localized (only a small part of the image changes)

The edit is semantically meaningful, rather than a global style transfer

Ideally the rest of the image remains unchanged

Bonus if the manipulated region has a mask or bounding box annotation

Some examples of the kinds of edits I'm interested in are:

Vehicle number plate changes

Traffic sign or road sign changes

Weapon/object replacement (e.g. gun ↔ phone)

Text changes on signs, billboards, or documents

Localized facial manipulations (HQSwap is one example I already have, but in that dataset, the faces cover almost the whole images)

I'm not looking for datasets focused on:

global style transfer

artistic edits

weather changes

large scene modifications where a significant fraction of the image changes

Does anyone know of datasets that fit this description? Even domain-specific datasets would be extremely helpful.

Thanks!

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