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A Neural Temporal Model for Human Motion Prediction
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use the full two-level VTLN-RNN architecture, derivative features, and multi-objective loss instead of the ablated component variants (ablation) | VTLN-RNN long-term motion synthesis · Human3.6M long-term motion synthesis | performance | Helped |
| Use the multi-objective loss rather than training without the proposed cost (ablation) | VTLN-RNN long-term motion synthesis · Human3.6M long-term motion synthesis | performance | Helped |
| Add the two-level backward-planning VTLN-RNN architecture instead of a regular RNN (ablation) | long-term motion synthesis model · Human3.6M long-term motion synthesis | performance | Helped |
| Append approximate joint-angle derivatives as input features (ablation) | long-term motion synthesis model · Human3.6M long-term motion synthesis | performance | Helped |
| Use NPSS instead of MSE to rank long-term generated motion quality | motion evaluation metrics · Long-term motion user study, all actions | user agreement ratio: 0.4875 (39/80) -> 0.8125 (65/80) | Helped |
| Use VGRU-d or GRU-d rather than MBR-long or VGRU-ac | long-term motion synthesis · Human3.6M, all four actions | NPSS | Helped |
| Use short-term models for long-horizon synthesis rather than long-term models | motion synthesis models · Human3.6M, 2–4 seconds | NPSS | Hurt |
Closest papers by meaning
- HVIS: A Human-like Vision and Inference System for Human Motion Prediction (AAAI 2025 · similarity 0.89)
- AMD: Autoregressive Motion Diffusion (AAAI 2024 · similarity 0.88)
- ALIEN: Implicit Neural Representations for Human Motion Prediction under Arbitrary Latency (CVPR 2025 · similarity 0.88)
- SimpliHuMoN: Simplifying Human Motion Prediction (NeurIPS 2026 · similarity 0.88)
- Existence Is Chaos: Enhancing 3D Human Motion Prediction with Uncertainty Consideration (AAAI 2024 · similarity 0.87)
- SingularTrajectory: Universal Trajectory Predictor Using Diffusion Model (CVPR 2024 · similarity 0.87)
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