Research map / Video / Video segmentation and tracking
Deformable Sprites for Unsupervised Video Decomposition
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add global sprites and transformations to motion grouping (ablation) | Deformable Sprites · DAVIS | IoU (J): 64.6 -> 79.1 | Helped |
| Add spatio-temporal spline deformations instead of homography-only transforms (ablation) | Deformable Sprites · DAVIS | IoU (J): 71.5 -> 79.1 | Helped |
Closest papers by meaning
- CoDeF: Content Deformation Fields for Temporally Consistent Video Processing (CVPR 2024 · similarity 0.86)
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- DGS-LRM: Real-Time Deformable 3D Gaussian Reconstruction From Monocular Videos (NeurIPS 2025 · similarity 0.85)
- Generative Omnimatte: Learning to Decompose Video into Layers (CVPR 2025 · similarity 0.84)
- Efficient Gaussian Splatting for Monocular Dynamic Scene Rendering via Sparse Time-Variant Attribute Modeling (AAAI 2025 · similarity 0.84)
- MotionGS: Exploring Explicit Motion Guidance for Deformable 3D Gaussian Splatting (NeurIPS 2024 · similarity 0.84)
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