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AiuniAI / Unique3D

[NeurIPS 2024] Unique3D: High-Quality and Efficient 3D Mesh Generation from a Single Image
https://wukailu.github.io/Unique3D/
MIT License
3.11k stars 246 forks source link

Training data filtering strategy #14

Closed lorenmt closed 5 months ago

lorenmt commented 5 months ago

Dear Authors,

Congratulations on the release of your great work. I am wondering whether you have tried training the model on the unfiltered 800k Objaverse in your early exploration of the project? If so, dropping 800k to 50k and still achieving a better performance clearly highlights the importance of training data quality. Considering that, would that be possible for you to kindly release the 50k object ids / filtering code which I believe would be a great contribution to the 3Dgen community.

wukailu commented 5 months ago

Due to resource constraints, we did not train the full 800K dataset before. After that we will try to filter and train on the whole dataset.