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A Flatter Loss for Bias Mitigation in Cross-dataset Facial Age Estimation
Ali Akbari, Muhammad Awais, Zhen-Hua Feng +2
The most existing studies in the facial age estimation assume training and test images are captured under similar shooting conditions. However, this is rarely valid in real-world a…
Self-grouping Convolutional Neural Networks
Qingbei Guo, Xiao-Jun Wu, Josef Kittler +1
Although group convolution operators are increasingly used in deep convolutional neural networks to improve the computational efficiency and to reduce the number of parameters, mos…
Deep Convolutional Neural Network Ensembles using ECOC
Sara Atito Ali Ahmed, Cemre Zor, Berrin Yanikoglu +2
Deep neural networks have enhanced the performance of decision making systems in many applications including image understanding, and further gains can be achieved by constructing…
Affine Non-negative Collaborative Representation Based Pattern Classification
He-Feng Yin, Xiao-Jun Wu, Zhen-Hua Feng +1
During the past decade, representation-based classification methods have received considerable attention in pattern recognition. In particular, the recently proposed non-negative r…
AFAT: Adaptive Failure-Aware Tracker for Robust Visual Object Tracking
Tianyang Xu, Zhen-Hua Feng, Xiao-Jun Wu +1
Siamese approaches have achieved promising performance in visual object tracking recently. The key to the success of Siamese trackers is to learn appearance-invariant feature embed…
A Convolutional Baseline for Person Re-Identification Using Vision and Language Descriptions
Ammarah Farooq, Muhammad Awais, Fei Yan +3
Classical person re-identification approaches assume that a person of interest has appeared across different cameras and can be queried by one of the existing images. However, in r…