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ResearchFormerly WizWand

CMU MOCAP

Benchmarks

TaskDatasetSOTA resultTrendResults

3D Joint Position Prediction

CMU-Mocap

14Basketball MPJPE

15

Joint Angle Prediction

CMU-Mocap

195Basketball Angle Score

15

Multi-person 3D motion prediction

CMU-Mocap 3 persons

0.96MPJPE (1s Horizon)

13

Action-conditioned Motion Generation

CMU MoCap

98.54Accuracy

10

Dynamics Prediction

CMU MoCap Subject 39 (test)

15.56MSE (short)

9

Dynamics Prediction

CMU MoCap Subject 35 (test)

6.72MSE (short)

9

Dynamics Prediction

CMU MoCap Subject 09 (test)

6.1MSE (short horizon)

9

Single person pose forecasting

CMU-MoCap

211MPJPE (1000ms)

8

Single-person motion forecasting

CMU-MoCap

88.6MPJPE (400ms)

8

Multi-person motion prediction

CMU-Mocap UMPM 3 persons

30JPE (0.2s)

8

Multi-agent human pose forecasting

CMU-mocap UMPM (test)

152.4JPE

8

3D Human Motion Prediction

CMU Mocap (test)

9.35MPJPE - Basketball - 80ms

8

Action Recognition

CMU Mocap

98.8Top-1 Acc

8

Future Frame Prediction

CMU mocap Dataset 1 (test)

15.99Mean MSE

7

Motion Prediction

CMU Mocap (test)

0.32MAE (Basketball) - 80ms

7

Global Human Motion Forecasting

CMU-Mocap

0.6Path Error (1s)

6

Human Motion Prediction

CMU Mocap washing window

4.9MPJPE (80ms)

6

Human Motion Prediction

CMU Mocap walking

5.74MPJPE (80ms)

6

Human Motion Prediction

CMU Mocap soccer

9.2MPJPE (80ms)

6

Human Motion Prediction

CMU Mocap running

12.35MPJPE (80ms)

6

Human Motion Prediction

CMU Mocap jumping

13.64MPJPE (80ms)

6

Human Motion Prediction

CMU Mocap directing traffic

5.8MPJPE (80ms)

6

Human Motion Prediction

CMU Mocap basketball

10.18MPJPE (80ms)

6

Motion Naturalness Assessment

CMU-Mocap

3.78Average Naturalness Score

5

Long-term human motion prediction

CMU Mocap

72.83Basket Error

4