Research map / 3D vision / 3D generation
Few-Shot Geometry-Aware Keypoint Localization
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 |
|---|---|---|---|
| Add image reconstruction (ablation) | Few-Shot Geometry-Aware Keypoint Localization · WFLW (10 shots) | NME (%): 24.8 -> 9.19 | Helped |
| Add image reconstruction (ablation) | Few-Shot Geometry-Aware Keypoint Localization · ATRW (10 shots) | PCK@0.1 (%): 22.1 -> 36.3 | Helped |
| Add image reconstruction (ablation) | Few-Shot Geometry-Aware Keypoint Localization · WFLW (100% training set) | NME (%): 4.69 -> 5.38 | Hurt |
| Add 2D geometric constraints (ablation) | Few-Shot Geometry-Aware Keypoint Localization · WFLW (10 shots) | NME (%): 14.2 -> 9.19 | Helped |
| Add 2D geometric constraints (ablation) | Few-Shot Geometry-Aware Keypoint Localization · ATRW (10 shots) | PCK@0.1 (%): 40.6 -> 36.3 | Hurt |
| Add 3D geometric constraints (ablation) | Few-Shot Geometry-Aware Keypoint Localization · WFLW (10 shots) | NME (%): 12.4 -> 9.19 | Helped |
| Add 3D geometric constraints (ablation) | Few-Shot Geometry-Aware Keypoint Localization · ATRW (10 shots) | PCK@0.1 (%): 36.2 -> 36.3 | No clear effect |
| Add uncertainty modeling (ablation) | Few-Shot Geometry-Aware Keypoint Localization · WFLW (10 shots) | NME (%): 12.6 -> 9.19 | Helped |
| Add uncertainty modeling (ablation) | Few-Shot Geometry-Aware Keypoint Localization · ATRW (10 shots) | PCK@0.1 (%): 31.9 -> 36.3 | Helped |
| Select few-shot examples by k-means instead of random selection (ablation) | Few-Shot Geometry-Aware Keypoint Localization · ATRW (10 shots) | PCK@0.1 (%): 10.1 -> 36.3 | Helped |
| Use real annotated examples instead of generated examples | Few-Shot Geometry-Aware Keypoint Localization · FFHQ (10 shots) | NME (%): 7.08 -> 5.87 | Helped |
Closest papers by meaning
- Back to 3D: Few-Shot 3D Keypoint Detection with Back-Projected 2D Features (CVPR 2024 · similarity 0.89)
- ProbPose: A Probabilistic Approach to 2D Human Pose Estimation (CVPR 2025 · similarity 0.87)
- Learning to Produce Semi-dense Correspondences for Visual Localization (CVPR 2024 · similarity 0.87)
- LocLLM: Exploiting Generalizable Human Keypoint Localization via Large Language Model (CVPR 2024 · similarity 0.87)
- Generalizable Object Keypoint Localization from Generative Priors (CVPR 2025 · similarity 0.87)
- Neural Localizer Fields for Continuous 3D Human Pose and Shape Estimation (NeurIPS 2024 · similarity 0.86)
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.