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cs.CV2025
Fine-Grained Zero-Shot Learning with Attribute-Centric Representations
Zhi Chen, Jingcai Guo, Taotao Cai +1
Recognizing unseen fine-grained categories demands a model that can distinguish subtle visual differences. This is typically achieved by transferring visual-attribute relationships…
cs.CV2025
On the Discrimination and Consistency for Exemplar-Free Class Incremental Learning
Tianqi Wang, Jingcai Guo, Depeng Li +1
Exemplar-free class incremental learning (EF-CIL) is a nontrivial task that requires continuously enriching model capability with new classes while maintaining previously learned k…