110 citations · 584 across the 45 of their papers we have counts for
4 papers · 1 filter
Auxiliary Learning for Deep Multi-task Learning
Yifan Liu, Bohan Zhuang, Chunhua Shen +2
Multi-task learning (MTL) is an efficient solution to solve multiple tasks simultaneously in order to get better speed and performance than handling each single-task in turn. The m…
MobileFAN: Transferring Deep Hidden Representation for Face Alignment
Yang Zhao, Yifan Liu, Chunhua Shen +2
Facial landmark detection is a crucial prerequisite for many face analysis applications. Deep learning-based methods currently dominate the approach of addressing the facial landma…
Enforcing geometric constraints of virtual normal for depth prediction
Wei Yin, Yifan Liu, Chunhua Shen +1
Monocular depth prediction plays a crucial role in understanding 3D scene geometry. Although recent methods have achieved impressive progress in evaluation metrics such as the pixe…
Structured Knowledge Distillation for Dense Prediction
Yifan Liu, Changyong Shun, Jingdong Wang +1
In this work, we consider transferring the structure information from large networks to compact ones for dense prediction tasks in computer vision. Previous knowledge distillation…