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Table 5 The effect of context on the test set of the WSC dataset. “train” denotes adding context into TasselNet since training phase as Fig. 7b, while “test” denotes only adding context into TasselNet in the testing phase

From: TasselNetv2: in-field counting of wheat spikes with context-augmented local regression networks

Method

Context

MAE

RMSE

Train (s)

TasselNet

\(\times\)

61.35

99.27

3495.29

TasselNet

Test

79.42

126.18

3495.29

TasselNet

Train

50.17

82.16

4026.68

TasselNetv2

\(\checkmark\)

50.79

80.66

333.27

  1. All networks are trained from scratch. Training time for one epoch is reported. The best performance is in italics