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In face recognition for criminal identification, the training data are always clean while the probe data are occluded by sunglasses, scarf or other facial accessories. Occlusions in the probe data severely degrade the recognition performance. We find that introducing artificial occlusions into the training data is helpful in this situation. The incremental training data is decomposed into a class-specific...
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