Research map / 3D vision / Human pose estimation
Scene-Aware Generative Network for Human Motion Synthesis
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| separately generate trajectory and pose (ablation) | CSGN · GTA-IM | Motion FID (Ave): 118.6 -> 32.1 | Helped |
| add depth supervision (ablation) | M-only scene-aware generator · GTA-IM | Motion FID (Ave): 33.1 -> 32.1 | Helped |
| add depth supervision (ablation) | M-only scene-aware generator · GTA-IM | Non-Collision Score (Ave): 0.891 -> 0.902 | Helped |
| add geometry-aware discriminators (ablation) | CSGN + M · GTA-IM | Motion FID (Ave): 32.1 -> 27.6 | Helped |
| add geometry-aware discriminators (ablation) | CSGN + M · PROX | Motion FID (Ave): 58.7 -> 54.6 | Helped |
| add geometry-aware discriminators (ablation) | scene-aware generator · PROX | Non-Collision Score (Ave): 0.742 -> 0.792 | Helped |
| add context discriminator (ablation) | M + depth supervision · GTA-IM | Motion FID (Ave): 32.1 -> 30.8 | Helped |
| add projection discriminator (ablation) | M + depth supervision · GTA-IM | Motion FID (Ave): 32.1 -> 28.7 | Helped |
| add projection and context discriminators (ablation) | M + depth supervision · GTA-IM | Non-Collision Score (Ave): 0.902 -> 0.943 | Helped |
Closest papers by meaning
- Synthesizing Long-Term 3D Human Motion and Interaction in 3D Scenes (CVPR 2021 · similarity 0.90)
- Towards Diverse and Natural Scene-Aware 3D Human Motion Synthesis (CVPR 2022 · similarity 0.90)
- Motion Diversification Networks (CVPR 2024 · similarity 0.89)
- Move-in-2D: 2D-Conditioned Human Motion Generation (CVPR 2025 · similarity 0.88)
- NIFTY: Neural Object Interaction Fields for Guided Human Motion Synthesis (CVPR 2024 · similarity 0.88)
- Move as You Say Interact as You Can: Language-guided Human Motion Generation with Scene Affordance (CVPR 2024 · similarity 0.88)
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