Research map / Video / Video generation
Playable Environments: Video Manipulation in Space and Time
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add multi-object modeling (ablation) | NeRF-based synthesis · Minecraft | LPIPS: 0.735 -> 0.595 | Helped |
| Add deformation modeling (ablation) | Multi-object synthesis · Minecraft | ADD: 45.4 -> 10.17 | Helped |
| Use style modulation instead of concatenating the style code (ablation) | Deformable multi-object synthesis · Minecraft | LPIPS: 0.361 -> 0.350 | Helped |
| Add the feature renderer (ablation) | Playable Environments synthesis · Minecraft | LPIPS: 0.341 -> 0.193 | Helped |
| Replace the feature renderer with a simplified single-resolution renderer (ablation) | Playable Environments synthesis · Minecraft | FVD: 289 -> 1371 | Hurt |
| Add camera-relative movement prediction (ablation) | Playable Environments action module · Minecraft | Δ-MSE: 0.903 -> 0.290 | Helped |
| Add the Δ loss (ablation) | Playable Environments action module · Minecraft | Δ-Acc: 76.0 -> 80.0 | Helped |
| Add the temporal discriminator (ablation) | Playable Environments action module · Minecraft | FVD: 340 -> 323 | Helped |
| Remove the information-theoretic action learning loss (ablation) | Playable Environments action module · Minecraft | Δ-Acc: 77.7 -> 77.5 | No clear effect |
| Use camera-relative movement (ablation) | Playable Environments action dynamics · Minecraft | camera-conditioned movement | Helped |
Closest papers by meaning
- Video2Game: Real-time Interactive Realistic and Browser-Compatible Environment from a Single Video (CVPR 2024 · similarity 0.88)
- DRAWER: Digital Reconstruction and Articulation With Environment Realism (CVPR 2025 · similarity 0.87)
- PhysGen3D: Crafting a Miniature Interactive World from a Single Image (CVPR 2025 · similarity 0.86)
- ObjectMover: Generative Object Movement with Video Prior (CVPR 2025 · similarity 0.86)
- GameGen-X: Interactive Open-world Game Video Generation (ICLR 2025 · similarity 0.86)
- Generative Rendering: Controllable 4D-Guided Video Generation with 2D Diffusion Models (CVPR 2024 · similarity 0.85)
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