Table 8 Comparison of MAE and RMSE across different methods for various activities on UI-PRMD dataset.

From: Towards an RGB camera-based live repetition counter using auto correlation with action recognition for home rehabilitation

Activity

Our Approach

Dwibedi et al.36

Levy et al.37

Sinha et al.39

MAE

RMSE

MAE

RMSE

MAE

RMSE

MAE

RMSE

m01

3.5

5.1865

3.1

4.4159

7.6

7.7330

6.6

8.8994

m02

2.7

4.1110

2.4

3.1937

8.2

8.3066

4.8

5.6745

m03

3.3333

4.1366

2.9

4.5277

5.9

6.3797

2.9

4.4385

m04

3.8

4.4721

5.5

6.9929

7.3

7.4229

6.6

7.4431

m05

2.2

3.0659

3.3

4.7223

8.1

8.2644

6.7

8.0062

m06

4.0

4.8990

2.2

3.1623

7.8

8.0374

3.0

3.6056

m07

8.7

8.8938

10.0

10.0000

10.0

10.0000

4.5

6.3953

m08

1.4

1.6733

7.6

8.2341

8.6

8.7977

4.1

5.1865

m09

2.1

3.0822

9.8

9.8184

8.1

8.2037

4.3

4.8062

m10

1.0

1.4832

1.4

1.6733

7.9

8.2158

4.4

5.9833

Average

3.2733

4.1004

4.8200

5.6740

7.9500

8.1361

4.7900

6.0439

  1. The best performing are shown in Bold and the second best are Italics.