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Le-Jun Liao

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#machine learning Preprint Sep 2026

SAGE: Salient Factor Discovery and Generation with Visual Foundation Representations

Given a target dataset, such as faces with eyeglasses, and a background dataset, such as faces without, contrastive analysis separates \textit{salient} factors specific to the target from \textit{common} content shared by both. We aim for salient representations that capture target-specific detail in each image, such a...

Shuang Liang, Le-Jun Liao, Shi-Yuan Zhang et al. · 0 citations

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