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It seems that this is currently not possible since the K-Means used in BOWKMeansTrainer expects the data to be in float, i.e., you need to compute the uchar Cluster-Centers yourself which you can then add to your BOWImgDescriptorExtractor via setVocabulary(), the rest should then work fine.