Abstract: Highlights•We design a batch-level logit mask and feature cross fusion module.•An accumulative mean feature distillation module is designed to enhance plasticity.•Based on above modules, we build a masking, linkage and guidance framework for OCIL.•Extensive experiments on popular benchmarks validate the superiority of our method.
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