4 papers
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…
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…
On the Robustness of Human-Object Interaction Detection against Distribution Shift
Chi Xie, Shuang Liang, Jie Li +4
Human-Object Interaction (HOI) detection has seen substantial advances in recent years. However, existing works focus on the standard setting with ideal images and natural distribu…
FocusLLaVA: A Coarse-to-Fine Approach for Efficient and Effective Visual Token Compression
Yuke Zhu, Chi Xie, Shuang Liang +2
Recent advances on Multi-modal Large Language Models have demonstrated that high-resolution image input is crucial for model capabilities, especially for fine-grained tasks. Howeve…