AutoShot: A Short Video Dataset and State-of-the-Art Shot Boundary Detection

1 code implementation • Submitted to ICLR 2022 • Wentao Zhu, Yufang Huang, Xiufeng Xie, Wenxian Liu, Jincan Deng, Debing Zhang, Zhangyang Wang, Ji Liu

For video content creation and understanding, the shot boundary detection (SBD) is one of the most essential components in various scenarios.

Boundary Detection Neural Architecture Search

Geometry-aware Similarity Learning on SPD Manifolds for Visual Recognition

no code implementations • 17 Aug 2016 • Zhiwu Huang, Ruiping Wang, Xianqiu Li, Wenxian Liu, Shiguang Shan, Luc van Gool, Xilin Chen

Specifically, by exploiting the Riemannian geometry of the manifold of fixed-rank Positive Semidefinite (PSD) matrices, we present a new solution to reduce optimizing over the space of column full-rank transformation matrices to optimizing on the PSD manifold which has a well-established Riemannian structure.

AgeNet: Deeply Learned Regressor and Classifier for Robust Apparent Age Estimation

no code implementations • ICCV Workshop 2015 • Xin Liu, Shaoxin Li, Meina Kan, Jie Zhang, Shuzhe Wu, Wenxian Liu, Hu Han, Shiguang Shan, Xilin Chen

Another key feature of the proposed AgeNet is that, to avoid the problem of over-fitting on small apparent age training set, we exploit a general-to-specific transfer learning scheme.

Age Estimation Transfer Learning