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Design tools in the 3D industry, while powerful, are still tedious andlabor-intensive when it comes to bringing a creative idea for a visual effectto life. In this position paper, we discussed how an infamous generativesynthetic media, deepfakes, could be of use and embedded into commonsophisticated 3D workflows to reduce user workloads in areas such as 3D modelediting, material design, and character animation. As a case discussion, wealso prototyped a tool to address the retargeting problem in characteranimation. Although deepfakes themselves have received a negative public image,the results of our interviews with field experts are unexpectedly positive inregard to our tool that utilizes deepfake algorithms. Lastly, we also discussedour experience and observed design practices to put deepfakes to good use,including how we could avoid potential misuses directly by design, how thisdesign changes user interactions, and subsequent open issues.

Generative 3D Animation Pipelines: Automating Facial Retargeting Workflows