Search Results for author: Zirui Shang

Found 2 papers, 1 papers with code

Data-free Multi-label Image Recognition via LLM-powered Prompt Tuning

no code implementations2 Mar 2024 Shuo Yang, Zirui Shang, Yongqi Wang, Derong Deng, Hongwei Chen, Qiyuan Cheng, Xinxiao wu

This paper proposes a novel framework for multi-label image recognition without any training data, called data-free framework, which uses knowledge of pre-trained Large Language Model (LLM) to learn prompts to adapt pretrained Vision-Language Model (VLM) like CLIP to multilabel classification.

Language Modelling Large Language Model

Bootstrap Generalization Ability from Loss Landscape Perspective

1 code implementation18 Sep 2022 Huanran Chen, Shitong Shao, Ziyi Wang, Zirui Shang, Jin Chen, Xiaofeng Ji, Xinxiao wu

Domain generalization aims to learn a model that can generalize well on the unseen test dataset, i. e., out-of-distribution data, which has different distribution from the training dataset.

Domain Generalization

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