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Guosen Xie

2 accepted papers

2025

Reliable and Diverse Hierarchical Adapter for Zero-shot Video Classification

IJCAI 2025

Adapting pre-trained vision-language models to downstream tasks has emerged as a novel paradigm for zero-shot learning. Existing test-time adaptation (TTA) methods such as TPT attempt to fine-tune visual or textual representations to accommodate downstream tasks but still require expensive optimizat

2021

HSVA: Hierarchical Semantic-Visual Adaptation for Zero-Shot Learning

NeurIPS 2021poster

Zero-shot learning (ZSL) tackles the unseen class recognition problem, transferring semantic knowledge from seen classes to unseen ones. Typically, to guarantee desirable knowledge transfer, a common (latent) space is adopted for associating the visual and semantic domains in ZSL. However, existin…