Research map / 3D vision / Human pose estimation
BiHMP-GAN: Bidirectional 3D Human Motion Prediction GAN
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use BiHMP-GAN instead of Conv-Motion | Human motion prediction · Human 3.6M, Walking, 1000ms | prediction error: 0.92 -> 0.85 | Helped |
| Use BiHMP-GAN instead of Conv-Motion | Human motion prediction · Human 3.6M, Eating, 1000ms | prediction error: 1.24 -> 1.20 | Helped |
| Use BiHMP-GAN instead of Conv-Motion | Human motion prediction · Human 3.6M, Smoking, 1000ms | prediction error: 1.62 -> 1.11 | Helped |
| Use BiHMP-GAN instead of RRNN | Human motion prediction · Human 3.6M, Discussion, 1000ms | prediction error: 1.79 -> 1.77 | Helped |
| Add learned pose-embedding transformations (ablation) | BiHMP-GAN · Human 3.6M | prediction error | Helped |
| Feed the intrinsic encoder hidden state along with the previous pose feature to the decoder (ablation) | BiHMP-GAN · Human 3.6M | prediction error | Helped |
| Add recursive prediction regularization (ablation) | BiHMP-GAN · Human 3.6M | long-term prediction error | Helped |
Closest papers by meaning
- Aggregated Multi-GANs for Controlled 3D Human Motion Prediction (AAAI 2021 · similarity 0.91)
- FutureHuman3D: Forecasting Complex Long-Term 3D Human Behavior from Video Observations (CVPR 2024 · similarity 0.87)
- MotionMap: Representing Multimodality in Human Pose Forecasting (CVPR 2025 · similarity 0.86)
- Motion Diversification Networks (CVPR 2024 · similarity 0.86)
- Harmonizing Stochasticity and Determinism: Scene-responsive Diverse Human Motion Prediction (NeurIPS 2024 · similarity 0.86)
- SimpliHuMoN: Simplifying Human Motion Prediction (NeurIPS 2026 · similarity 0.86)
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