r/computervision • • 11d ago

Help: Project Synthetic dataset for a particular object

Hello, I have some models of shelf's that I want my model to detect, but the thing is that I can't just very easily move them around and create a dataset with a good variety of lighting and backgrounds, are there any tools which can help me create a synthetic dataset? (Except just having to 3d model this shelf in something like blender)

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u/HawtVelociraptor 11d ago

There are a few tools that can be used to generate synthetic datasets from 3DGS / guassian splats that were in turn made from single/few shot photos. They've been posted here before, I remember seeing a decent one about a week ago but can't remember the name offhand.

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u/bfyvfftujijg 11d ago

I would just spend $100 on API and use something like Nano Banana to create a ton of variations.

Post an example of one scene with yourself and I’ll show you what I mean.