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SAM 3D Animal introduces a promptable framework for multi-animal 3D reconstruction from single images in the wild, built on the SMAL+ model, achieving state-of-the-art results on multiple datasets.
Pixal3D is a high-fidelity single-image-to-3D model by TencentARC and Microsoft, which explicitly lifts pixel features into 3D via back-projection for near-reconstruction-level geometry and PBR textures. The model is accepted to SIGGRAPH 2026, with inference code and demo available.