Author

Xin-Ge You

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Sep 2026

Efficient Invariant Representation Learning Based on Cauchy-Schwarz Divergence.

In CSIR, a novel method for learning invariant representations is proposed, termed Cauchy-Schwarz invariant representation learning (CSIR), which implements CMI and MI by leveraging the classic Cauchy-Schwarz divergence without the need for extra neural networks.

Lei Wang, Shuo Ye, Qin-Mu Peng et al. · IEEE Transactions on Neural... · 0 citations

Preprint Aug 2026

Perceptual Anchoring: Prototype-Guided Text Calibration for Training-free Open-Vocabulary Semantic Segmentation

Training-free open-vocabulary semantic segmentation (OVSS) partitions an image into semantically distinct regions based on arbitrary text descriptions, without learning any additional parameters. However, existing methods typically focus on improving visual representations while treating text embeddings that encode onl...

Wanli Ma, Jiangwen Lu, Qinmu Peng et al. · 0 citations