✨PixARMesh: Autoregressive Mesh-Native Single-View Scene Reconstruction
📝 Summary:
PixARMesh reconstructs complete 3D indoor scene meshes from a single image. It uses a unified model with cross-attention and autoregressive generation to directly predict layout and geometry, producing high-quality, lightweight meshes.
🔹 Publication Date: Published on Mar 6
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2603.05888
• PDF: https://arxiv.org/pdf/2603.05888
• Project Page: https://mlpc-ucsd.github.io/PixARMesh/
• Github: https://github.com/mlpc-ucsd/PixARMesh
🔹 Models citing this paper:
• https://huggingface.co/zx1239856/PixARMesh-EdgeRunner
• https://huggingface.co/zx1239856/PixARMesh-BPT
✨ Datasets citing this paper:
• https://huggingface.co/datasets/zx1239856/3d-front-ar-packed
• https://huggingface.co/datasets/zx1239856/PixARMesh-eval-data
==================================
For more data science resources:
✓ https://xn--r1a.website/DataScienceT
#3DReconstruction #ComputerVision #DeepLearning #SingleView3D #MeshGeneration
📝 Summary:
PixARMesh reconstructs complete 3D indoor scene meshes from a single image. It uses a unified model with cross-attention and autoregressive generation to directly predict layout and geometry, producing high-quality, lightweight meshes.
🔹 Publication Date: Published on Mar 6
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2603.05888
• PDF: https://arxiv.org/pdf/2603.05888
• Project Page: https://mlpc-ucsd.github.io/PixARMesh/
• Github: https://github.com/mlpc-ucsd/PixARMesh
🔹 Models citing this paper:
• https://huggingface.co/zx1239856/PixARMesh-EdgeRunner
• https://huggingface.co/zx1239856/PixARMesh-BPT
✨ Datasets citing this paper:
• https://huggingface.co/datasets/zx1239856/3d-front-ar-packed
• https://huggingface.co/datasets/zx1239856/PixARMesh-eval-data
==================================
For more data science resources:
✓ https://xn--r1a.website/DataScienceT
#3DReconstruction #ComputerVision #DeepLearning #SingleView3D #MeshGeneration
arXiv.org
PixARMesh: Autoregressive Mesh-Native Single-View Scene Reconstruction
We introduce PixARMesh, a method to autoregressively reconstruct complete 3D indoor scene meshes directly from a single RGB image. Unlike prior methods that rely on implicit signed distance fields...