Search Results for author: Shuai Xie

Found 5 papers, 1 papers with code

DSDRNet: Disentangling Representation and Reconstruct Network for Domain Generalization

no code implementations22 Apr 2024 Juncheng Yang, Zuchao Li, Shuai Xie, Wei Yu, Shijun Li

Domain generalization faces challenges due to the distribution shift between training and testing sets, and the presence of unseen target domains.

Data Augmentation Disentanglement +3

Cross-Modal Adapter: Parameter-Efficient Transfer Learning Approach for Vision-Language Models

no code implementations19 Apr 2024 Juncheng Yang, Zuchao Li, Shuai Xie, WeiPing Zhu, Wei Yu, Shijun Li

While some methods overcome the need for training by leveraging image modality cache and retrieval, they overlook the text modality's importance and cross-modal cues for the efficient adaptation of parameters in visual-language models.

Retrieval Transfer Learning

Soft-Prompting with Graph-of-Thought for Multi-modal Representation Learning

no code implementations6 Apr 2024 Juncheng Yang, Zuchao Li, Shuai Xie, Wei Yu, Shijun Li, Bo Du

It is a step-by-step linear reasoning process that adjusts the length of the chain to improve the performance of generated prompts.

Domain Generalization Image Retrieval +4

DEAL: Difficulty-aware Active Learning for Semantic Segmentation

1 code implementation17 Oct 2020 Shuai Xie, Zunlei Feng, Ying Chen, Songtao Sun, Chao Ma, Mingli Song

To deal with this problem, we propose a semantic Difficulty-awarE Active Learning (DEAL) network composed of two branches: the common segmentation branch and the semantic difficulty branch.

Active Learning Segmentation +1

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