Research map / 3D vision / Human pose estimation
Aggregated Multi-GANs for Controlled 3D Human Motion Prediction
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use five body-chain sub-GANs with aggregation instead of one whole-pose GAN (ablation) | AM-GAN · H3.6m Walking | MAE: 0.90 -> 0.23 (80 ms); 2.01 -> 0.84 (1000 ms) | Helped |
| Use five body-chain sub-GANs with aggregation instead of one whole-pose GAN (ablation) | AM-GAN · H3.6m Discussion | MAE: 2.20 -> 0.28 (80 ms); 3.20 -> 1.58 (1000 ms) | Helped |
| Add a local critic (ablation) | AM-GAN · H3.6m Walking | MAE: 0.40 -> 0.23 (80 ms); 1.01 -> 0.84 (1000 ms) | Helped |
| Add a local critic (ablation) | AM-GAN · H3.6m Discussion | MAE: 0.40 -> 0.28 (80 ms); 2.89 -> 1.58 (1000 ms) | Helped |
| Add a global critic (ablation) | AM-GAN · H3.6m Walking | MAE: 0.35 -> 0.23 (80 ms); 1.92 -> 0.84 (1000 ms) | Mixed |
| Add a global critic (ablation) | AM-GAN · H3.6m Discussion | MAE: 0.29 -> 0.28 (80 ms); 1.19 -> 1.58 (1000 ms) | Mixed |
| Use AM-GAN rather than QuaterNet | H3.6m motion prediction · H3.6m Average (11 remaining actions) | MAE: 0.38 -> 0.37 (80 ms); 1.82 -> 1.75 (1000 ms) | Helped |
Closest papers by meaning
- BiHMP-GAN: Bidirectional 3D Human Motion Prediction GAN (AAAI 2019 · similarity 0.91)
- FutureHuman3D: Forecasting Complex Long-Term 3D Human Behavior from Video Observations (CVPR 2024 · similarity 0.87)
- SimpliHuMoN: Simplifying Human Motion Prediction (NeurIPS 2026 · similarity 0.87)
- Motion Diversification Networks (CVPR 2024 · similarity 0.86)
- HVIS: A Human-like Vision and Inference System for Human Motion Prediction (AAAI 2025 · similarity 0.86)
- Forecasting of 3D Whole-body Human Poses with Grasping Objects (CVPR 2024 · similarity 0.85)
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