Deep metric learning for few-shot image classification: A review of recent developments

X Li, X Yang, Z Ma, JH Xue - Pattern Recognition, 2023 - Elsevier
Few-shot image classification is a challenging problem that aims to achieve the human level
of recognition based only on a small number of training images. One main solution to few …

Deep learning algorithms for person re-identification: Sate-of-the-art and research challenges

A Yadav, DK Vishwakarma - Multimedia Tools and Applications, 2024 - Springer
Person re-identification has received a lot of attention from the research community in recent
times. Due to its vital role in security based applications, person re-identification lies at the …

A hybrid multilinear-linear subspace learning approach for enhanced person re-identification in camera networks

AA Gharbi, A Chouchane, A Ouamane… - Expert Systems with …, 2024 - Elsevier
Several tasks in surveillance systems depend on camera networks, one of them is Person re-
identification (PRe-ID) which has wide interest as a research topic in the computer vision …

Information complementary attention-based multidimension feature learning for person re-identification

M Wang, H Ma, Y Huang - Engineering Applications of Artificial Intelligence, 2023 - Elsevier
With the need for criminal investigation technology and the development of deep learning,
the task of person re-identification has gradually become a research hotspot. Recently …

Few-shot person re-identification based on feature set augmentation and metric fusion

G Chen, G Zou, Y Liu, X Zhang, G Fu - Engineering Applications of Artificial …, 2023 - Elsevier
Person re-identification identifies pedestrians by analyzing image information from
surveillance videos. However, it faces challenges like occlusion, changing lighting, and …

Filter pruning based on evolutionary algorithms for person re-identification

J Zhao, Y Chen, Y Zhong, Y Zhou, R Yao… - Multimedia Tools and …, 2024 - Springer
Filter pruning has drawn much attention for releasing the limitations of person re-
identification (ReID) in resource-constrained platforms due to the large parameters and high …

Adversarial learning-based skeleton synthesis with spatial-channel attention for robust gait recognition

Y Chen, S **a, J Zhao, Y Zhou, Q Niu, R Yao… - Multimedia Tools and …, 2023 - Springer
Person re-identification (ReID) aims to identify the same person across multiple cameras.
Gait recognition is the person ReID using human gait to identify a walking person, which is …