Research map / 3D vision / Face and shape
Gait Recognition in the Wild With Dense 3D Representations and a Benchmark
Check 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 the 3D branch to the silhouette-only model (ablation) | SMPLGait · Gait3D, 88×128 input | Rank-1 (%): 47.70 -> 53.20 | Helped |
| add the 3D branch to the silhouette-only model (ablation) | SMPLGait · Gait3D, 44×64 input | Rank-1 (%): 42.90 -> 46.30 | Helped |
| use larger 88×128 rather than 44×64 input | SMPLGait · Gait3D | Rank-1 (%): 46.30 -> 53.20 | Helped |
| train GaitSet on Gait3D rather than GREW | GaitSet · GREW | Rank-1 (%): 16.50 -> 43.86 | Helped |
| train GaitSet on CASIA-B rather than Gait3D | GaitSet · Gait3D | Rank-1 (%): 6.90 | Hurt |
| train GaitSet on OU-LP rather than Gait3D | GaitSet · Gait3D | Rank-1 (%): 6.10 | Hurt |
| increase the number of training frames | gait recognition models on Gait3D · Gait3D | Rank-1 accuracy | Mixed |
| increase the number of training IDs | gait recognition models on Gait3D · Gait3D | accuracy | Helped |
| use longer test sequences | gait recognition models on Gait3D · Gait3D test set | accuracy | Helped |
Closest papers by meaning
- BigGait: Learning Gait Representation You Want by Large Vision Models (CVPR 2024 · similarity 0.87)
- Exploring More from Multiple Gait Modalities for Human Identification (AAAI 2025 · similarity 0.87)
- SkeletonGait: Gait Recognition Using Skeleton Maps (AAAI 2024 · similarity 0.87)
- HybridGait: A Benchmark for Spatial-Temporal Cloth-Changing Gait Recognition with Hybrid Explorations (AAAI 2024 · similarity 0.87)
- Learning Visual Prompt for Gait Recognition (CVPR 2024 · similarity 0.86)
- BiggerGait: Unlocking Gait Recognition with Layer-wise Representations from Large Vision Models (NeurIPS 2025 · 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.