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Author

Zheng-Xian Li

2 papers indexed here

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Sep 2026

Learning to Adapt: Instance-Level Visual and Semantic Adaptation for Generalized Zero-Shot Learning

Generalized zero-shot learning (GZSL) aims to recognize novel categories by leveraging semantic knowledge transferred from previously observed categories, where learning transferable features for effective visual-semantic alignment plays a critical role. Conventional methods typically utilize all shared attributes to l...

Huajie Jiang, Zheng-Xian Li, Xi-Chao Yu et al. · 0 citations
Open access Sep 2026

Dual Adaptive Visual-Semantic Prompt Collaboration for Generalized Zero-Shot Learning

The Dual Adaptive Visual-Semantic Prompt Collaboration Network (VSPCN+), a novel framework that utilizes prompt-tuning for effective feature adaptation, is proposed, which introduces a dual-prompt mechanism comprising both visual and semantic prompts.

Huajie Jiang, Zheng-Xian Li, Yuankai Qi et al. · 0 citations

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