Abstract: Highlights•The extracted features consist of the intrinsic features and the related features.•The classification mainly relying on the intrinsic features is reliable.•Reliable Classification Ratio can estimate the reliability of the classification.•The proposed method produces an extra background category to improve the reliability.
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