Table 1 MPJPE (mm) for short-term prediction on Human3.6M for Walking, Eating, and Smoking across different time horizons. Lower is better.

From: Enhanced spatiotemporal skeleton modeling: integrating part-joint attention with dynamic graph convolution

Method

Walking

Eating

Smoking

80

160

320

400

80

160

320

400

80

160

320

400

Res. Sup.

23.2

40.9

61.0

66.1

16.8

31.5

53.5

61.7

18.9

34.7

57.5

65.4

convSeq2Seq

17.7

33.5

56.3

63.6

11.0

22.4

40.7

48.4

11.6

22.8

41.3

48.9

LTD-50-25

12.3

23.2

39.4

44.4

7.8

16.3

31.3

38.6

8.2

16.8

32.8

39.5

LTD-10-25

12.6

23.6

39.4

44.5

7.7

15.8

30.5

37.6

8.4

16.8

32.5

39.5

LTD-10-10

11.1

21.4

37.3

42.9

7.0

14.8

29.8

37.3

7.5

15.5

30.7

37.5

Ours

9.8

18.9

33.5

39.0

6.1

13.5

28.0

35.5

6.8

14.5

29.2

35.8

  1. Bold values indicate the best result within each column; ties are shown in bold.