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Each event has between 78-231 positive clips for both training and testing.
In the TRECVID2011 MED training dataset, the number of positive clips for each event (mean, 139) is relatively smaller than that of negative clips (mean, 12,944).
N MD is the number of positive clips with the score under the threshold T, and N FA is the number of negative clips with score above T. N pos and N neg are the number of the positive clips and negative clips, respectively.
The target events are manually annotated and consist of 'Assembling a shelter,' 'Batting a run in,' and 'Making a cake.' The positive clips of each event amount to about 50 for training and 50 for testing.
Jiang et al. [6] applied the domain-adaptive semantic diffusion (DASD) method [13] to MED, where the labels of the concepts related to the target events were manually annotated to positive clips for MED events and the relationship was modelled using a weighted graph.
"We might sit them down, show them some positive clips of them going well, show them what they were doing.
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Summary statistics for the clips and corresponding models are presented in Table 2. Four clips — two positive (clip 3 and clip 7) and two negative (clip 1 and clip 4) have been selected for illustration.
In the last 30 minutes, each parent and child pair was videotaped practising the new strategies with coaching as needed, from which a short positive clip was drawn for the group to view the following week to reinforce specific strategies.
For example, if you connect one of the two wires to the positive clip on the speaker, you'll need to connect the same wire to the positive clip on the receiver.
The clearest pattern occurs in the five positive valence clips.
Children exhibited an inhibited startle response to positive video clips relative to neutral stimuli (t(44) = 2.22, p = 0.03; d = 0.33).
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com