Search Results for author: Xinyu Wei

Found 6 papers, 2 papers with code

Draw-and-Understand: Leveraging Visual Prompts to Enable MLLMs to Comprehend What You Want

1 code implementation29 Mar 2024 Weifeng Lin, Xinyu Wei, Ruichuan An, Peng Gao, Bocheng Zou, Yulin Luo, Siyuan Huang, Shanghang Zhang, Hongsheng Li

In this paper, we introduce the Draw-and-Understand project: a new model, a multi-domain dataset, and a challenging benchmark for visual prompting.

Instruction Following Language Modelling +4

IDAdapter: Learning Mixed Features for Tuning-Free Personalization of Text-to-Image Models

no code implementations20 Mar 2024 Siying Cui, Jia Guo, Xiang An, Jiankang Deng, Yongle Zhao, Xinyu Wei, Ziyong Feng

Leveraging Stable Diffusion for the generation of personalized portraits has emerged as a powerful and noteworthy tool, enabling users to create high-fidelity, custom character avatars based on their specific prompts.

Image Generation

Cloud-Device Collaborative Learning for Multimodal Large Language Models

no code implementations26 Dec 2023 Guanqun Wang, Jiaming Liu, Chenxuan Li, Junpeng Ma, Yuan Zhang, Xinyu Wei, Kevin Zhang, Maurice Chong, Ray Zhang, Yijiang Liu, Shanghang Zhang

However, the deployment of these large-scale MLLMs on client devices is hindered by their extensive model parameters, leading to a notable decline in generalization capabilities when these models are compressed for device deployment.

Device-Cloud Collaboration Knowledge Distillation +1

Accretionary Learning with Deep Neural Networks

no code implementations21 Nov 2021 Xinyu Wei, Biing-Hwang Fred Juang, Ouya Wang, Shenglong Zhou, Geoffrey Ye Li

In this paper, we propose a new learning method named Accretionary Learning (AL) to emulate human learning, in that the set of objects to be recognized may not be pre-specified.

Spatiotemporal Attention Networks for Wind Power Forecasting

1 code implementation14 Sep 2019 Xingbo Fu, Feng Gao, Jiang Wu, Xinyu Wei, Fangwei Duan

This model captures spatial correlations among wind farms and temporal dependencies of wind power time series.

Time Series Time Series Analysis

A Books Recommendation Approach Based on Online Bookstore Data

no code implementations15 Jun 2019 Xinyu Wei, Jiahui Chen, Jing Chen, Bernie Liu

In the era of information explosion, facing complex information, it is difficult for users to choose the information of interest, and businesses also need detailed information on ways to let the ad stand out.

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