Revealing the Proximate Long-Tail Distribution in Compositional Zero-Shot Learning

no code implementations • 26 Dec 2023 • Chenyi Jiang, Haofeng Zhang

Building upon this insight, we incorporate visual bias caused by compositions into the classifier's training and inference by estimating it as a proximate class prior.

Compositional Zero-Shot Learning

Evolutionary Generalized Zero-Shot Learning

no code implementations • 23 Nov 2022 • Dubing Chen, Chenyi Jiang, Haofeng Zhang

To address this, we introduce a scaled-down instantiation of this challenge: Evolutionary Generalized Zero-Shot Learning (EGZSL).

Attribute Generalized Zero-Shot Learning +1

Mutual Balancing in State-Object Components for Compositional Zero-Shot Learning

no code implementations • 19 Nov 2022 • Chenyi Jiang, Dubing Chen, Shidong Wang, Yuming Shen, Haofeng Zhang, Ling Shao

Compositional Zero-Shot Learning (CZSL) aims to recognize unseen compositions from seen states and objects.

Compositional Zero-Shot Learning Inductive Bias +1