Abstract: Highlights•Definition of “Low-Light Object-Background Cheating”, where uneven lighting confuses object and background features.•A new lighting balance strategy, improving the balance between bright and dark regions.•A new disentanglement method that considers suspect cues from the background.•A significance improvement both in argument and framework dimensions by our proposal.
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