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Author

Huan-Xin Zou

3 papers indexed here

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Open access Aug 2026

Towards source-free domain adaptation: a model-heterogeneous perspective

A Peer-level Heterogeneous Perception Framework is proposed that departs from such paradigms by enabling balanced collaboration between heterogeneous models by introducing an auxiliary domain that is significantly different from the target domain and employ an auxiliary model with the same architecture as the source mo...

Zhi-Ze Wu, Yu-Tao Fu, Huan-Xin Zou et al. · 0 citations
Open access Aug 2026

Semisupervised Adaptation of Vision-Language Models for Image Classification

Results on the UC Merced (UCM) and NWPU benchmarks indicate that SE-CLIP significantly outperforms existing semi-supervised approaches and provides a viable solution for adapting VLMs to the remote sensing domain with minimal human intervention.

M. L. Mekhalfi, M. M. Al Rahhal, Y. Bazi et al. · 0 citations

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