Xinrui Wang

The Performance Analysis of Time Series Data Augmentation Technology for Small Sample Communication Device Recognition

2022 · IEEE Transactions on Reliability

Communication device recognition is a key problem of electromagnetic space perception. At present, the traditional recognition technology is difficult to adapt to the complex signal situation. Thanks to the deep learning's superior capability of processing …

Unlocking the Power of Open Set : A New Perspective for Open-Set Noisy Label Learning

2023 · arXiv (Cornell University)

Learning from noisy data has attracted much attention, where most methods focus on closed-set label noise. However, a more common scenario in the real world is the presence of both open-set and closed-set noise. Existing …