Invented Texture Face
-based%20texture%20maps%20generated%20from%20facial%20images%20to%20generate%20high-quality%20and%20diverse%20PBR%20textures%2C%20including%20albedo%2C%20normal%2C%20and%20roughness.%20It%20starts%20with%20enhancing%20Generative%20Adversarial%20Networks%20(GANs)%20for%20text-guided%20and%20diverse%20texture%20generation.%20To%20this%20end%2C%20we%20design%20a%20self-supervised%20paradigm%20to%20overcome%20the%20reliance%20on%20ground%20truth%203D%20textures%20and%20train%20the%20generative%20model%20with%20only%20entangled%20texture%20maps.%20Besides%2C%20we%20foster%20mutual%20enhancement%20between%20GANs%20and%20Score%20Distillation%20Sampling%20(SDS).%20SDS%20boosts%20GANs%20with%20more%20generative%20modes%2C%20while%20GANs%20promote%20more%20efficient%20optimization%20of%20SDS.%20Furthermore%2C%20we%20introduce%20an%20edge-aware%20SDS%20for%20multi-view%20consistent%20facial%20structure.%20Experiments%20demonstrate%20that%20our%20method%20outperforms%20existing%203D%20texture%20generation%20methods%20regarding%20photo-realistic%20quality%2C%20diversity%2C%20and%20efficiency. "Invented Texture Face")
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