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cs.CV2026
SAGE: Salient Factor Discovery and Generation with Visual Foundation Representations
Shuang Liang, Lejun Liao, Shiyuan Zhang +5
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 targ…
cs.CV2025
SDPose: Exploiting Diffusion Priors for Out-of-Domain and Robust Pose Estimation
Shuang Liang, Jing He, Chuanmeizhi Wang +4
Pre-trained diffusion models provide rich latent features across U-Net levels and are emerging as powerful vision backbones. While prior works such as Marigold and Lotus repurpose…