Extensive experiments on ShapeNet and OmniObject3D (over 200 diverse real-world categories) convincingly demonstrate that a single DiffTF model achieves state-of-the-art large-vocabulary 3D object generation performance with large diversity, rich semantics, and high quality. Popular Rhino 3D models View all Rhino 3.5k 2 93 air up pro bottle - Industrial design 227 0 7 Rocksteady (Rhino) - T.M.N.T. 3) In addition, we devise the 3D-aware encoder/decoder to enhance the generalized 3D knowledge in the encoded triplanes for handling categories with complex appearances. Rhino 3D models ready to view, buy, and download for free. It learns the cross-plane relations across different planes and aggregates the generalized 3D knowledge with specialized 3D features. To extract generalized 3D knowledge from diverse categories, we propose a novel 3D-aware transformer with shared cross-plane attention. 2) To handle the drastic variations in geometry and texture, we regard the features of all 3D objects as a combination of generalized 3D knowledge and specialized 3D features. Once launched, you can browse through the various categories of 3D models to download your desired asset with many sorting. 1) Considering efficiency and robustness, we adopt a revised triplane representation and improve the fitting speed and accuracy. Rhinoceros 3D models ready to view, buy, and download for free. To this end, we propose a novel triplane-based 3D-aware Diffusion model with TransFormer, DiffTF, for handling challenges via three aspects. Notably, there are three major challenges for this large-vocabulary 3D generation: a) the need for expressive yet efficient 3D representation b) large diversity in geometry and texture across categories c) complexity in the appearances of real-world objects. Users an buy a PREMIUM model once and download it anytime. In addition to FREE models there are PREMIUM models and SCENES, sold seperately. If you want to increase your FREE model download limit, you can subscribe as PRO member and increase the limit to 25 FREE models. In this paper, we introduce a diffusion-based feed-forward framework for synthesizing massive categories of real-world 3D objects with a single generative model. Any user can download 3 FREE models in 24h. Despite extensive efforts on 3D generation, most existing works focus on the generation of a single category or a few categories. Download a PDF of the paper titled Large-Vocabulary 3D Diffusion Model with Transformer, by Ziang Cao and 4 other authors Download PDF Abstract:Creating diverse and high-quality 3D assets with an automatic generative model is highly desirable.
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