| Reference Videos | Edited Videos | ||
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| "A person is walking." | "A cowboy is walking in the wild west." | "A robot is walking in a cyberpunk city." | "A wizard is walking in a_ mystical forest." |
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| "A person is riding a bicycle." | "A panda is riding bicycle in a garden." | "A girl is riding a bicycle in a country road." | "Iron Man is riding a bicycle in a city." |
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| "A person is skateboarding." | "An astronaut is skateboarding on Mars." | "A teddy bear skateboarding in Times Square New York." | "A robot is skateboarding in a cyberpunk city." |
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| "A monkey is playing golf on a field full of flowers." | "An astronaut is skateboarding on Mars." | "A bear is playing golf in a garden." | "Iron Man is playing golf in the square." |
| Reference Videos | Edited Videos | ||
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| "A cup in a lab captured with a zoom in." | "A wolf standing on a snowy mountain captured with a zoom in." | "An eagle standing on the edge of a cliff captured with a zoom in." | "A wizard standing in a mysterious forest captured with a zoom in." |
| Reference Videos | Edited Videos | ||
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| "A man standing in room captured with a zoom out." | "A wolf standing on a snowy mountain captured with a zoom out." | "An eagle standing on the edge of a cliff captured with a zoom out." | "A wizard standing in a mysterious forest captured with a zoom out." |
| Reference Videos | Edited Videos | ||
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| "A cup in a lab captured with a dolly zoom." | "A wolf standing on a snowy mountain captured with a dolly zoom." | "An eagle standing on the edge of a cliff captured with a dolly zoom." | "A wizard standing in a mysterious forest captured with a dolly zoom." |
| Reference Videos | Edited Videos | ||
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| "A car is running on the road." | "A horse is running in a forest." | "A tank is running on the road." | "A dog is running in a garden." |
| Reference Videos | Edited Videos | Reference Videos | Edited Videos |
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| "A ship sails on the sea during sunset." | "A floating island sails on the sea during sunset." | "Two grey sharks swim in the blue ocean on a coral reef." | "Two sea dragons swim in the blue ocean on a coral reef." |
| Reference Videos | Edited Videos | Reference Videos | Edited Videos |
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| "A man is surfing inside the barrel of a wave." | "A bear is surfing inside the barrel of a wave." | "A women is eating a pizza with various toppings." | "A woman is eating a sandwich with various toppings." |
| Reference | Baseline[1] | Ours | Reference | Baseline[1] | Ours |
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| "A person is walking." | "A teddy bear is walking in Times Square New York." | "A teddy bear is walking in Times Square New York." | "A person is walking." | "A teddy bear is walking in Times Square New York." | "A teddy bear is walking in Times Square New York." |
| Reference | Baseline[1] | Ours | Reference | Baseline[1] | Ours |
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| "A person is walking." | "A teddy bear is walking in Times Square New York." | "A teddy bear is walking in Times Square New York." | "A person is walking." | "A teddy bear is walking in Times Square New York." | "A teddy bear is walking in Times Square New York." |
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| "A person is walking." | "A teddy bear is walking in Times Square New York." | "A teddy bear is walking in Times Square New York." | "A person is walking." | "A teddy bear is walking in Times Square New York." | "A teddy bear is walking in Times Square New York." |
[1] Rui Zhao, Yuchao Gu, Jay Zhangjie Wu, David Junhao Zhang, Jia-Wei Liu, Weijia Wu, Jussi Keppo, and Mike Zheng Shou. Baseline: Motion customization of text-to-video diffusion models. In European Conference on Computer Vision, pages. Springer, 2025.