Prediction of aphid behaviors from input EPG recording. An example of ground-truth and model-predicted waveforms for a recording in the BCOA1 dataset. The behaviors of the experimented aphids are consistent, which allows ML models to capture the recurring patterns in the dataset effectively. Minor errors were noted at the endpoints of specific predicted waveforms, primarily resulting from the inherent limitations of the initial segmentation process, where recordings are divided into segments of fixed durations.

<p>Prediction of aphid behaviors from input EPG recording. An example of ground-truth and model-predicted waveforms for a recording in the BCOA1 dataset. The behaviors of the experimented aphids are consistent, which allows ML models to capture the recurring patterns in the dataset effectively...

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