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cs.CV2025
Single Domain Generalization for Few-Shot Counting via Universal Representation Matching
Xianing Chen, Si Huo, Borui Jiang +2
Few-shot counting estimates the number of target objects in an image using only a few annotated exemplars. However, domain shift severely hinders existing methods to generalize to…
cs.CV2024
Omni-Dimensional Frequency Learner for General Time Series Analysis
Xianing Chen, Hanting Chen, Hailin Hu
Frequency domain representation of time series feature offers a concise representation for handling real-world time series data with inherent complexity and dynamic nature. However…