Research map / Image generation / Editing and style transfer
Thin-Plate Spline Motion Model for Image Animation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use TPS motion transformations instead of local affine transformations (ablation) | Motion estimation · TaiChiHD | AKD: 5.41 -> 4.96 | Helped |
| Add TPS transformation dropout during early training (ablation) | TPS motion estimation · TaiChiHD | AKD: 4.96 -> 4.66 | Helped |
| Add TPS transformation dropout during early training (ablation) | TPS motion estimation · TaiChiHD | AED: 0.153 -> 0.156 | Hurt |
| Add multi-resolution occlusion masks (ablation) | Feature fusion and inpainting · TaiChiHD | L1: 0.048 -> 0.046 | Helped |
| Add multi-resolution occlusion masks (ablation) | Feature fusion and inpainting · TaiChiHD | AED: 0.156 -> 0.150 | Helped |
| Add multi-resolution occlusion masks (ablation) | Feature fusion and inpainting · TaiChiHD | AKD: 4.66 -> 4.73 | Hurt |
| Add background consistency loss (ablation) | Background motion predictor · TaiChiHD | AKD: 4.73 -> 4.64 | Helped |
| Add warped-feature alignment loss (ablation) | Inpainting network and motion estimation · TaiChiHD | L1: 0.046 -> 0.045 | Helped |
| Use TPS motion estimation rather than local affine transformations | Image animation · TaiChiHD | Continuity: 71.30% | Helped |
| Use TPS motion estimation rather than local affine transformations | Image animation · TED-talks | Continuity: 63.93% | Helped |
| Use TPS motion estimation rather than local affine transformations | Image animation · VoxCeleb | Continuity: 80.95% | Helped |
| Increase the number of TPS transformations from 2 to 8 in the reported matched-dimension experiments (ablation) | Proposed motion representation · TaiChiHD | AKD: 5.24 -> 4.67 | Helped |
Closest papers by meaning
- Continuous Piecewise-Affine Based Motion Model for Image Animation (AAAI 2024 · similarity 0.86)
- MotionPro: A Precise Motion Controller for Image-to-Video Generation (CVPR 2025 · similarity 0.86)
- Thin-Plate Spline-based Interpolation for Animation Line Inbetweening (AAAI 2025 · similarity 0.85)
- SplineGS: Robust Motion-Adaptive Spline for Real-Time Dynamic 3D Gaussians from Monocular Video (CVPR 2025 · similarity 0.85)
- MotionGS: Exploring Explicit Motion Guidance for Deformable 3D Gaussian Splatting (NeurIPS 2024 · similarity 0.85)
- VideoSPatS: Video SPatiotemporal Splines for Disentangled Occlusion, Appearance and Motion Modeling and Editing (CVPR 2025 · similarity 0.84)
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