Research map / 3D vision / Human pose estimation
Trajectory-Aware Body Interaction Transformer for Multi-Person Pose Forecasting
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 Temporal Body Partition Module (TBPM) (ablation) | TBIFormer · CMU-Mocap (UMPM) | JPE 1.0s: 195 -> 182 | Helped |
| Add TRPE (trajectory-aware relative position encoding) over Euclidean encoding (ablation) | TBIFormer · CMU-Mocap (UMPM) | JPE 1.0s: 191 -> 182 | Helped |
| Add TRPE (ablation) | TBIFormer · CMU-Mocap (UMPM) | JPE 1.0s: 186 -> 182 | Helped |
| Add person identity encoding (IE) (ablation) | TBIFormer · CMU-Mocap (UMPM) | JPE 1.0s: 188 -> 186 (w/o IE,TRPE vs w/o TRPE) | No clear effect |
| Replace SBI-MSA with standard self-attention (ablation) | TBIFormer · CMU-Mocap (UMPM) | JPE 1.0s: 208 -> 182 (adding SBI-MSA) | Helped |
| Use TBIFormer trained on CMU-Mocap with motion-based TRPE vs prior baselines (random person permutation test) | TBIFormer · CMU-Mocap (UMPM) permutation | JPE 1.0s: 182 -> 184 under permutation | No clear effect |
| Proposed TBIFormer vs multi-person baseline MRT on out-of-domain datasets | TBIFormer · MuPoTS-3D, Mix1, Mix2 | JPE overall: MuPoTS 217->195; Mix1 124->121; Mix2 126->117 | Helped |
Closest papers by meaning
- Expressive Forecasting of 3D Whole-Body Human Motions (AAAI 2024 · similarity 0.91)
- Multi-agent Long-term 3D Human Pose Forecasting via Interaction-aware Trajectory Conditioning (CVPR 2024 · similarity 0.88)
- Forecasting of 3D Whole-body Human Poses with Grasping Objects (CVPR 2024 · similarity 0.88)
- SimpliHuMoN: Simplifying Human Motion Prediction (NeurIPS 2026 · similarity 0.88)
- MotionMap: Representing Multimodality in Human Pose Forecasting (CVPR 2025 · similarity 0.86)
- Social-Transmotion: Promptable Human Trajectory Prediction (ICLR 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.