Visual Results
[3] Tevet et al. Human motion diffusion model. ICLR, 2023.
[4] Chen et al. Executing your Commands via Motion Diffusion in Latent Space. CVPR, 2023.
Text Prompting: a man walks forward slowly, then turns around.
MotionDiffuse [1]
T2M-GPT [2]
MDM [3]
MLD [4]
Ours (T2M-GPT+)
Ours (T2M-GIT+)
Ground-Truth
Text Prompting: person appears to be running in straight line then jumps over something and continues running.
MotionDiffuse [1]
T2M-GPT [2]
MDM [3]
MLD [4]
Ours (T2M-GPT+)
Ours (T2M-GIT+)
Ground-Truth
Text Prompting: a person marches in place while raising its arms, then it takes a break, then it starts running in place with raised arms.
MotionDiffuse [1]
T2M-GPT [2]
MDM [3]
MLD [4]
Ours (T2M-GPT+)
Ours (T2M-GIT+)
Ground-Truth
Text Prompting: a person walks in a right bend direction.
MotionDiffuse [1]
T2M-GPT [2]
MDM [3]
MLD [4]
Ours (T2M-GPT+)
Ours (T2M-GIT+)
Ground-Truth
Text Prompting: a person walks straight forward, turns, then runs back.
MotionDiffuse [1]
T2M-GPT [2]
MDM [3]
MLD [4]
Ours (T2M-GPT+)
Ours (T2M-GIT+)
Ground-Truth
Text Prompting: a person carries something it their hands and then uses their right hand to throw it.
MotionDiffuse [1]
T2M-GPT [2]
MDM [3]
MLD [4]
Ours (T2M-GPT+)
Ours (T2M-GIT+)
Ground-Truth
Text Prompting: hands in fighting position while the left foot kicks aggressively up and over.
MotionDiffuse [1]
T2M-GPT [2]
MDM [3]
MLD [4]
Ours (T2M-GPT+)
Ours (T2M-GIT+)
Ground-Truth
Text Prompting: a person does jumping jacks.
MotionDiffuse [1]
T2M-GPT [2]
MDM [3]
MLD [4]
Ours (T2M-GPT+)
Ours (T2M-GIT+)
Ground-Truth
Text Prompting: someone waits a moment and jumps to the right.
MotionDiffuse [1]
T2M-GPT [2]
MDM [3]
MLD [4]
Ours (T2M-GPT+)
Ours (T2M-GIT+)
Ground-Truth
Text Prompting: the person is running over a vault.
MotionDiffuse [1]
T2M-GPT [2]
MDM [3]
MLD [4]
Ours (T2M-GPT+)
Ours (T2M-GIT+)
Ground-Truth
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