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The datasets we have are decent model-wise, very low quality annotation wise.
I have experimented with running them through BLIP with really good success. With a 3D model on a black background, it pretty much always gets it right.
I've split the ShapeNet Renderer PR into a standalone repo.
@rom1504 what is SOTA for CLIP interrogation? Have been using https://github.com/salesforce/BLIP with great success on Shapenet, since we are rendering on a black background it's fairly accurate and low noise
The datasets we have are decent model-wise, very low quality annotation wise.
I have experimented with running them through BLIP with really good success. With a 3D model on a black background, it pretty much always gets it right.
I've made a headless Blender script to capture the other data that we need:
https://github.com/nv-tlabs/GET3D/pull/17/files#diff-c95401620d13c6e6aed785545efca7bda6dbdc91c68ed5bcec4cb9947f1f7bbf
This could be extracted to a new repo (this one?) and we can add automatic annotation, so it can just be a singular pipeline.
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