Nianxin Ke

Enhancing Mixture of Experts with Independent and Collaborative Learning for Long-Tail Visual Recognition

Deep neural networks (DNNs) face substantial challenges in Long-Tail Visual Recognition (LTVR) due to the inherent class imbalances in real-world data distributions. The Mixture of Experts (MoE) framework has emerged as a promising approach to addressing these issues. However, in MoE systems, expert