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Table 5 Comparison with existing techniques in terms of angular MAE using Pointing’04 database with 9 poses for pitch and 13 poses for yaw

From: Driver head pose estimation using efficient descriptor fusion

Approach

Year

Pitch

Yaw

Our approach

2015

4.6°

6.1°

HOG + structural SVM [27]

2014

5.25°

5.91°

Dense SIFT + RP [24]

2012

5.84°

6.05°

Kernel PLS regression [31]

2012

6.61°

6.56°

Gabor + covariance + learning [28]

2014

7.14°

6.24°

Multi-scale SF + SVM [23]

2013

8°

6.9°

SF + LPF [21]

2012

8°

9.37°

Geometric approach (golden ratio) [18]

2013

13.6°

9.6°

Cropped head + SVM + SVR [32]

2008

7.69°

9.23°

Human performance [26]

2007

11°

11.9°

Associative memory [26]

2007

15.9°

10.3°

LDA + linear learning [35]

2007

30.7°

19.1°

  1. Italic values in Table 5: Best angular MAE