Research map / 3D vision / Face and shape
LASSIE: Learning Articulated Shapes from Sparse Image Ensemble via 3D Part Discovery
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use 2D-3D semantic consistency loss (ablation) | LASSIE · Pascal-Part Horse | overall IOU: 65.3 -> 81.9 | Helped |
| use 2D-3D semantic consistency loss (ablation) | LASSIE · Pascal-Part Cow | part transfer PCP: 60.3 -> 77.0 | Helped |
| use 2D-3D semantic consistency loss (ablation) | LASSIE · Pascal-Part Sheep | PCK@0.1: 55.3 -> 70.8 | Helped |
| use primitive-shape prior MLP (ablation) | LASSIE · Pascal-Part Horse | overall IOU: 81.0 -> 81.9 | Helped |
| use primitive-shape prior MLP (ablation) | LASSIE · Pascal-Part Cow | part IOU: 33.7 -> 35.1 | Helped |
| use primitive-shape prior MLP (ablation) | LASSIE · Pascal-Part Sheep | PCK@0.1: 68.9 -> 70.8 | Helped |
| initialize 3D feature assignment with heuristics instead of manual part-to-cluster mapping | LASSIE · Pascal-Part Horse | PCK@0.1: 73.0 -> 72.1 | Hurt |
Closest papers by meaning
- SAM 3D Animal: Promptable Animal 3D Reconstruction from Images in the Wild (NeurIPS 2026 · similarity 0.89)
- Learning the 3D Fauna of the Web (CVPR 2024 · similarity 0.88)
- VAREN: Very Accurate and Realistic Equine Network (CVPR 2024 · similarity 0.88)
- SAOR: Single-View Articulated Object Reconstruction (CVPR 2024 · similarity 0.88)
- BEAST3D: animal behavioral analysis and neural encoding from multi-view video via Gaussian splatting (NeurIPS 2026 · similarity 0.87)
- Pose Splatter: A 3D Gaussian Splatting Model for Quantifying Animal Pose and Appearance (NeurIPS 2025 · similarity 0.87)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.