most citedEnhancing Few-Shot Learning with Integrated Data and GAN Model Approaches

10 citations · 10 across the 2 of their papers we have counts for

collaborators

2 papers

cs.CV2024

Few-Shot Learning with Adaptive Weight Masking in Conditional GANs

Jiacheng Hu, Zhen Qi, Jianjun Wei +3

Deep learning has revolutionized various fields, yet its efficacy is hindered by overfitting and the requirement of extensive annotated data, particularly in few-shot learning scen…

cs.LG2024★ 10 cited

Enhancing Few-Shot Learning with Integrated Data and GAN Model Approaches

Yinqiu Feng, Aoran Shen, Jiacheng Hu +3

This paper presents an innovative approach to enhancing few-shot learning by integrating data augmentation with model fine-tuning in a framework designed to tackle the challenges p…