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Accuracy was always lower with signature extension compared to conventional classification without signature extension, but, for same season comparisons, we did not find an association between accuracy and the number of days between acquisition dates of images used in training and in classification (Figure 6).
The robustness of the generalized signatures is also illustrated by our finding that, in signature extension, the number of days between the dates of acquisition of images used for training and the dates of images used for classification did not affect accuracy, as was also found in [2].
Because of this, dates of images, which were available for all photographs of the project, and season of photographs, were constructed as a two-level fixed effect to reduce bias.
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Within this period, four dates of image acquisition were chosen: 30 October 2000, 28 October 2005, 21 September 2009, and 29 October 2014.
Fortunately it is simple to include dates of image acquisition into Puyravaud's [44] equation, adding the day count per year as a digit number.
Fortunately it is simple to include dates of image acquisition into Puyravaud's [ 44] equation, adding the day count per year as a digit number.
The threshold varied depending on the date of image acquisition and geographic location.
Changes in brightness, greenness and wetness [31] between the two time periods were used as input to the neural network together with the brightness, greenness and wetness transformation of the second date of image [32].
Where reference is made to specific locations or phenomena found in GSV, coordinates (and the date of image to which the reader's attention is drawn) are provided in footnotes to allow independent verification.
Changes in brightness, greenness and wetness [ 31] between the two time periods were used as input to the neural network together with the brightness, greenness and wetness transformation of the second date of image [ 32].
According to the date on images of Gregory's Facebook page posted on NecoleBitchie.com, the pair married on April 3.
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