instantmesh的全部文件

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匿名用户2024年07月31日
29阅读
所属分类aiPytorch
开源地址https://modelscope.cn/models/q2792046875/instantmeshAll
授权协议Apache License 2.0

作品详情


title:InstantMesh sdk:gradio license: Apache License 2.0 app_file: app.py tags:

- image-to-3d

InstantMesh

Model card for InstantMesh: Efficient 3D Mesh Generation from a Single Image with Sparse-view Large Reconstruction Models.

Code: https://github.com/TencentARC/InstantMesh

Arxiv: https://arxiv.org/abs/2404.07191

We present InstantMesh, a feed-forward framework for instant 3D mesh generation from a single image, featuring state-of-the-art generation quality and significant training scalability. By synergizing the strengths of an off-the-shelf multiview diffusion model and a sparse-view reconstruction model based on the LRM architecture, InstantMesh is able to create diverse 3D assets within 10 seconds. To enhance the training efficiency and exploit more geometric supervisions, e.g., depths and normals, we integrate a differentiable iso-surface extraction module into our framework and directly optimize on the mesh representation. Experimental results on public datasets demonstrate that InstantMesh significantly outperforms other latest image-to-3D baselines, both qualitatively and quantitatively. We release all the code, weights, and demo of InstantMesh, with the intention that it can make substantial contributions to the community of 3D generative AI and empower both researchers and content creators.

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