Visual Results


[1] Guo et al. Generating diverse and natural 3d human motions from text. CVPR, 2022.

[2] Tevet et al. Human motion diffusion model. arXiv, 2022.

[3] Zhang et al. Motiondiffuse: Text-driven human motion generation with diffusion model. arXiv, 2022.

Text Prompting: a man steps forward and does a handstand.

T2M [1]

MDM [2]

MotionDiffuse [3]

002103_pred.gif
002103_pred.gif
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Ground-Truth

Ours

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002103_pred.gif

Text Prompting: A man rises from the ground, walks in a circle and sits back down on the ground.

T2M [1]

MDM [2]

MotionDiffuse [3]

000066_pred.gif
000066_pred.gif
000066_pred.gif

Ground-Truth

Ours

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Text Prompting: a person jogs in place, slowly at first, then increases speed. they then back up and squat down.

T2M [1]

MDM [2]

MotionDiffuse [3]

004455_pred.gif
004455_pred.gif
004455_pred.gif

Ground-Truth

Ours

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004455_pred.gif

Text Prompting: a man starts off in an up right position with botg arms extended out by his sides, he then brings his arms down to his body and claps his hands together. after this he wals down amd the the left where he proceeds to sit on a seat

T2M [1]

MDM [2]

MotionDiffuse [3]

004742_pred.gif
004742_pred.gif
004742_pred.gif

Ground-Truth

Ours

004742_gt.gif
004742_pred.gif

Text Prompting: a person puts their hands together, leans forwards slightly then swings the arms from right to left

T2M [1]

MDM [2]

MotionDiffuse [3]

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005955_pred.gif
005955_pred.gif

Ground-Truth

Ours

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005955_pred.gif

Text Prompting: someone appears to be stretching they turn their upper body in a counter clockwise direction and then leans upper body from side to side

T2M [1]

MDM [2]

MotionDiffuse [3]

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Ground-Truth

Ours

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007708_pred.gif

Text Prompting: moving sideways then stopping.

T2M [1]

MDM [2]

MotionDiffuse [3]

010445_pred.gif
010445_pred.gif
010445_pred.gif

Ground-Truth

Ours

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010445_pred.gif

Text Prompting: a person uses their left knee to get up from the floor.

T2M [1]

MDM [2]

MotionDiffuse [3]

011897_pred.gif
011897_pred.gif
011897_pred.gif

Ground-Truth

Ours

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011897_pred.gif

Text Prompting: a man is practicing the waltz with a partner

T2M [1]

MDM [2]

MotionDiffuse [3]

012529_pred.gif
012529_pred.gif
012529_pred.gif

Ground-Truth

Ours

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012529_pred.gif

Text Prompting: a person is playing jumprope.

T2M [1]

MDM [2]

MotionDiffuse [3]

013568_pred.gif
013568_pred.gif
013568_pred.gif

Ground-Truth

Ours

013568_gt.gif
013568_pred.gif

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