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DINOv2 Pre-training for 3D. #5

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MohammedSB opened this issue Feb 12, 2024 · 1 comment
Open

DINOv2 Pre-training for 3D. #5

MohammedSB opened this issue Feb 12, 2024 · 1 comment

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@MohammedSB
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Since we want to train on both 2D (X-ray) and 3D data (CT and MRI), we need DINOv2 to work on 3D as well. A simple way of extending it is to apply identical spatial/color/noise transformations across slices, then investigate tube vs random masking across the slices.
@MohammedSB MohammedSB changed the title DINOv2 for 3D. DINOv2 Pre-training for 3D. Feb 12, 2024
@Yuki-Suprise
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Do you have a completed script please? If so, can you show me how to implement it?

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@MohammedSB @Yuki-Suprise