Dual-Mode Low-Rank Learner with Bridge-Prototype Ensemble for Vision-Language Class-Incremental Learning
DuLBE is introduced, which couples dual-mode low-rank learning with a bridge-prototype ensemble classifier for exemplar-free CIL and achieves state-of-the-art CIL performance while retaining the high parameter efficiency of low-rank tuning.
Chi-Yuan He, Zi-Huan Qiu, Fan-Man Meng et al.
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