Search Results for author: Siming Fu

Found 3 papers, 1 papers with code

TrainerAgent: Customizable and Efficient Model Training through LLM-Powered Multi-Agent System

no code implementations11 Nov 2023 Haoyuan Li, Hao Jiang, Tianke Zhang, Zhelun Yu, Aoxiong Yin, Hao Cheng, Siming Fu, Yuhao Zhang, Wanggui He

We anticipate that our work will contribute to the advancement of research on TrainerAgent in both academic and industry communities, potentially establishing it as a new paradigm for model development in the field of AI.

Decision Making Language Modelling +1

Uniformly Distributed Category Prototype-Guided Vision-Language Framework for Long-Tail Recognition

no code implementations24 Aug 2023 Siming Fu, Xiaoxuan He, Xinpeng Ding, Yuchen Cao, Hualiang Wang

Category prototype-guided mechanism for image-text matching makes the features of different classes converge to these distinct and uniformly distributed category prototypes, which maintain a uniform distribution in the feature space, and improve class boundaries.

Attribute Image-text matching +1

Towards Calibrated Hyper-Sphere Representation via Distribution Overlap Coefficient for Long-tailed Learning

1 code implementation22 Aug 2022 Hualiang Wang, Siming Fu, Xiaoxuan He, Hangxiang Fang, Zuozhu Liu, Haoji Hu

To our knowledge, this is the first work to measure representation quality of classifiers and features from the perspective of distribution overlap coefficient.

Image Classification Instance Segmentation +1

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