SAM 3D Animal is the first promptable framework for multi-animal 3D reconstruction from single images, built on SMAL+ and trained on the new Herd3D dataset, achieving SOTA results on Animal3D, APTv2, and Animal Kingdom benchmarks.
hsmal: Detailed horse shape and pose reconstruction for motion pattern recognition
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CORGI reconstructs high-fidelity, animatable 3D dogs from a single in-the-wild image via canonical orbital generation, deformable 3DGS anchored to D-SMAL, and self-supervised generative repair, without 3D supervision.
PRIMA boosts 3D quadruped mesh recovery by injecting BioCLIP biological priors and using test-time adaptation with 2D constraints to build the Quadruped3D pseudo-3D dataset and reach SOTA on imbalanced animal benchmarks.
citing papers explorer
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SAM 3D Animal: Promptable Animal 3D Reconstruction from Images in the Wild
SAM 3D Animal is the first promptable framework for multi-animal 3D reconstruction from single images, built on SMAL+ and trained on the new Herd3D dataset, achieving SOTA results on Animal3D, APTv2, and Animal Kingdom benchmarks.
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CORGI: Consistency-Aware 3D Dog Reconstruction from a Single Image in the Wild
CORGI reconstructs high-fidelity, animatable 3D dogs from a single in-the-wild image via canonical orbital generation, deformable 3DGS anchored to D-SMAL, and self-supervised generative repair, without 3D supervision.
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PRIMA: Boosting Animal Mesh Recovery with Biological Priors and Test-Time Adaptation
PRIMA boosts 3D quadruped mesh recovery by injecting BioCLIP biological priors and using test-time adaptation with 2D constraints to build the Quadruped3D pseudo-3D dataset and reach SOTA on imbalanced animal benchmarks.