Abstract: Highlights•The spatial pyramid global-feature extraction module expands the global in-sight.•The unfixed encoder autonomously learns the image fingerprints.•The fixed encoder intentionally provides the structural information of the pixels.•Not require a large number of training samples and a pre-training step.
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