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Constrained Deep Metric Learning for Person Re-identification
Hailin Shi, Xiangyu Zhu, Shengcai Liao +3
Person re-identification aims to re-identify the probe image from a given set of images under different camera views. It is challenging due to large variations of pose, illuminatio…
Face Alignment Across Large Poses: A 3D Solution
Xiangyu Zhu, Zhen Lei, Xiaoming Liu +2
Face alignment, which fits a face model to an image and extracts the semantic meanings of facial pixels, has been an important topic in CV community. However, most algorithms are d…
UA-DETRAC: A New Benchmark and Protocol for Multi-Object Detection and Tracking
Longyin Wen, Dawei Du, Zhaowei Cai +6
In recent years, numerous effective multi-object tracking (MOT) methods are developed because of the wide range of applications. Existing performance evaluations of MOT methods usu…
Convolutional Channel Features
Bin Yang, Junjie Yan, Zhen Lei +1
Deep learning methods are powerful tools but often suffer from expensive computation and limited flexibility. An alternative is to combine light-weight models with deep representat…