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yeah, we have discussed the multi-face problem in our paper. This issue primarily arises from the inconsistency of multi-view texture images sampled from the pre-trained 2D diffusion model, as it is not explicitly trained on multi-view datasets.
Some new models (zero123, EscherNet) consider camera pose during the diffusion process, which may alleviate the multi-face problem.
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