Comparison with State-of-the-Art Methods

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Prompt: In a Magician's magical cabin alone in a serene forest, an alien walking on the floor, starting from the cabin's door to the mow near the bottom right corner of this image.

Ours	Ours: Depth

4D-FY	Comp4D	VideoCrafter2

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Prompt: Four characters stood on the stage. In front of the stage, a man and a woman are performing China Kung Fu and dancing respectively. On the right side of the stage, a skeleton man is dancing, and behind them, a clown is performing.

Ours	Ours: Depth

4D-FY	Comp4D	VideoCrafter2

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Applications on Controllable Generation: Actor's Appearance Editing

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Prompt: A black man wearing a green t-shirt playing Kungfu on the stage.

Prompt: Turn the character into a fairy.

Prompt: Turn the character into a warlock.

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Applications on Controllable Generation: Actor's Motion Editing

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Prompt: A demon slayer performing a han and tang dance on the stage.

Prompt: Turn the motion of the character into a ballet.

Prompt: Turn the motion of the character into a kin kong exotic dance.

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Applications on Controllable Generation: Scene Editing

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Prompt: A revenant dancing Daily Lovedive in a ultra-modern mega villa by the sea with swimming pool.

Prompt: Turn the scene into a long anime-style road with anime-blocks and little anime-grass.

Prompt: Turn the character into a postapocalyptic city in desert.

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