Skip to main content

Table 6 Effect of the relearning mechanism

From: A deep learning approach to track Arabidopsis seedlings’ circumnutation from time-lapse videos

Video

Relearning disabled

Proposed, relearning enabled

TSR

Error (mm)

Speed (fps)

RT

TSR

Error (mm)

Speed (fps)

Val_1

9.2%

N/A

N/A

1

100%

1.82

93.6

Val_2

100%

3.78

92.2

1

100%

1.45

94.1

Test_1

100%

2.79

91.9

1

100%

2.53

91.3

Test_2

87.6%

N/A

N/A

1

100%

2.82

91.4

Test_3

100%

3.44

92.4

1

100%

1.37

92.2

Average

79.4%

N/A

N/A

1

100%

N/A

N/A

  1. Results obtained with a search range of \(101\times 101\) on the GPU. RT (relearning times) indicates the number of times that relearning is triggered within the entire video
  2. The bold values indicate that the corresponding algorithm (or model setting) performs the best in the comparison
Back to article page

Plant Methods

ISSN: 1746-4811