zss
Fine-gained Zero-shot Video Sampling
Well Property Persistent
| Non-rigid deformation | Smoke diffusion effect | Splashing water | Micro facial expressions |
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Guidance
| Guidance |  |
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| Guidance |  |
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| Sampled |  |
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Motion control
| $\lambda=0.00$ | $\lambda=0.05$ | $\lambda=0.10$ | $\lambda=0.15$ | $\lambda=0.20$ | $\lambda=0.25$ | |
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| $\mu=0.98$ |  |
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| $\mu=0.00$ | $\mu=0.25$ | $\mu=0.50$ | $\mu=0.75$ | $\mu=0.90$ | $\mu=1.00$ | |
| $\lambda=0.10$ |  |
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Video Super-resolution
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More results
| DPv1.0 | ||||||
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| DPv2.0 | ||||||
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| OJ | ||||||
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| SD1.4 | ||||||
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| SD1.5 | ||||||
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Comparison with baseline
| Method | A cat is running on the grass. | An astronaut is skiing down the hill. | A horse galloping on a street. |
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| T2V-Zero |  |
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| Ours |  |
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Comparison with different diffusion models
| Model | Prompt | Sampled |
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| SDv1.4 | A man is riding a bicycle in the sunshine. |  |
| SDv1.5 | A cat is wearing sunglasses and working as a lifeguard at a pool. |  |
| DPv1.0 | A cute cat running in a beautiful meadow. |  |
| DPv2.0 | A group of squirrels rowing crew. |  |
| OJ | A beautiful girl. |  |
Comparison with supervised methods
| Method | An astronaut is riding a horse. |
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| AYL |  |
| ImagenV |  |
| LVDM |  |
| Ours |  |
| Method | A blue unicorn flying over a mystical land. |
| MAV |  |
| Ours |  |
| Method | Anime girl looking through a window of a stars and space, sci-fi. |
| PYoCo |  |
| Ours |  |
| Method | Anime girl looking through a window of a stars and space, sci-fi. |
| VideoFusion |  |
| Ours |  |