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- W4281958150 abstract "We propose CLIP-Actor, a text-driven motion recommendation and neural mesh stylization system for human mesh animation. CLIP-Actor animates a 3D human mesh to conform to a text prompt by recommending a motion sequence and optimizing mesh style attributes. We build a text-driven human motion recommendation system by leveraging a large-scale human motion dataset with language labels. Given a natural language prompt, CLIP-Actor suggests a text-conforming human motion in a coarse-to-fine manner. Then, our novel zero-shot neural style optimization detailizes and texturizes the recommended mesh sequence to conform to the prompt in a temporally-consistent and pose-agnostic manner. This is distinctive in that prior work fails to generate plausible results when the pose of an artist-designed mesh does not conform to the text from the beginning. We further propose the spatio-temporal view augmentation and mask-weighted embedding attention, which stabilize the optimization process by leveraging multi-frame human motion and rejecting poorly rendered views. We demonstrate that CLIP-Actor produces plausible and human-recognizable style 3D human mesh in motion with detailed geometry and texture solely from a natural language prompt." @default.
- W4281958150 created "2022-06-13" @default.
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- W4281958150 date "2022-06-09" @default.
- W4281958150 modified "2023-09-29" @default.
- W4281958150 title "CLIP-Actor: Text-Driven Recommendation and Stylization for Animating Human Meshes" @default.
- W4281958150 doi "https://doi.org/10.48550/arxiv.2206.04382" @default.
- W4281958150 hasPublicationYear "2022" @default.
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