Search Results for author: Xinqiang Yu

Found 3 papers, 1 papers with code

Exemplar-Free Class Incremental Learning via Incremental Representation

no code implementations24 Mar 2024 Libo Huang, Zhulin An, Yan Zeng, Chuanguang Yang, Xinqiang Yu, Yongjun Xu

Exemplar-Free Class Incremental Learning (efCIL) aims to continuously incorporate the knowledge from new classes while retaining previously learned information, without storing any old-class exemplars (i. e., samples).

Class Incremental Learning Incremental Learning

CLIP-KD: An Empirical Study of Distilling CLIP Models

1 code implementation24 Jul 2023 Chuanguang Yang, Zhulin An, Libo Huang, Junyu Bi, Xinqiang Yu, Han Yang, Yongjun Xu

CLIP has become a promising language-supervised visual pre-training framework and achieves excellent performance over a wide range of tasks.

Contrastive Learning Cross-Modal Retrieval +2

Categories of Response-Based, Feature-Based, and Relation-Based Knowledge Distillation

no code implementations19 Jun 2023 Chuanguang Yang, Xinqiang Yu, Zhulin An, Yongjun Xu

Knowledge Distillation (KD) aims to optimize a lightweight network from the perspective of over-parameterized training.

Knowledge Distillation Relation

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