Why are you using all of X to do the prediction each time?
Why are you reading in the image if you are not going to predict based on its values?
Ensembles often make one prediction per ensemble member per sample; if so then you might need to analyze a vector of results to decide what one output you want.
Predictions sometimes output a probability per class rather than a single class number.
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