A new pipeline using canonical LoRAs for view synthesis, deformable 3D Gaussian splatting anchored on D-SMAL, and generative repair to produce animatable 3D dogs from single wild images without 3D supervision.
Advances and Trends in the 3D Reconstruction of the Shape and Motion of Animals.arXiv preprint arXiv:2508.16062, 2025
2 Pith papers cite this work. Polarity classification is still indexing.
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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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CORGI: Consistency-Aware 3D Dog Reconstruction from a Single Image in the Wild
A new pipeline using canonical LoRAs for view synthesis, deformable 3D Gaussian splatting anchored on D-SMAL, and generative repair to produce animatable 3D dogs from single wild images 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.