Lagrangian Motion Fields for Long-term Motion Generation

Supplementary Materials


Long-Term Music-to-Dance

Lodge vs Lodge + Ours


Long-Term Text-to-Motion

1. The person walked in and sat down immediately.
2. Then raised his hands and started to warm them up.
3. Then walked in a counterclockwise circle while holding their left hand up at eye level.
4. Then walked from the left side to the right side and hopped over an obstacle.
5. Then walked slightly forward, turned around, and ran backward.
6. Then walked in an anti-clockwise fashion.
7. Then walked up the stairs.
8. Then stood in a pose for prayer.
9. Then did poses with his arms.
10. Then waved with a circular motion using their left hand.

MDM vs MDM + Ours
T2M-GPT vs T2M-GPT + Ours

1. The figure appears to catch and throw a ball twice, then misses the ball and goes to get it.
2. Then picks up an object from their right, holds it up to their left, before placing it back down.
3. Then sways from right to left.
4. Then this person is boxing with their right and left hand.
5. Then grabs something and tries to open it.
6. Then this person is practicing their tennis forehand.
7. Then this person is walking to the left and then to the right.
8. Then this person is walking forwards.
9. Then stretches from left to right.
10. Then this person is making gestures.

MDM vs MDM + Ours
T2M-GPT vs T2M-GPT + Ours

1. A person dances with their arms out in front of them, like a salsa.
2. Then twists their body and punches the air.
3. Then sits cross-legged before switching the cross between legs repeatedly.
4. Then this person is moving something around.
5. Then turns around, shifts to their right, then bends down before jumping up and to the right.
6. Then takes a clumsy walk slightly sideways.
7. Then walks in a very straight line with his arms outstretched at his sides.
8. Then rows a boat while standing.
9. Then walks forward and squats.
10. Then the person is doing arm exercises.

MDM vs MDM + Ours
T2M-GPT vs T2M-GPT + Ours


Applications: Infinity Loop of Dance


Applications: Duration Controlled Text-to-Motion

A person is crouched down and walking around sneakily.
60 Frames 120 Frames 180 Frames
A person turning around and happy about the acceptance of paper.
60 Frames 120 Frames 180 Frames