3D object retrieval using hand sketch, text, and image inputs with Schlachter
3D object retrieval using hand sketch, text, and image inputs with Schlachter
Zero-Shot Multi-Modal Artist-Controlled Retrieval and Exploration of 3D Object Sets
arXiv paper abstract https://arxiv.org/abs/2209.00682v1
arXiv PDF paper https://arxiv.org/pdf/2209.00682v1.pdf
When creating 3D content, highly specialized skills are generally needed to design and generate models of objects and other assets by hand.
... address this problem through high-quality 3D asset retrieval from multi-modal inputs, including 2D sketches, images and text.
... use CLIP as it provides a bridge to higher-level latent features.
... use these features to perform a multi-modality fusion to address the lack of artistic control that affects common data-driven approaches.
... approach allows for multi-modal conditional feature-driven retrieval through a 3D asset database, by utilizing a combination of input latent embeddings ...
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