Unsupervised and semi-supervised image classification with weak semantic consistency

C Zhang, J Cheng, Q Tian - IEEE Transactions on Multimedia, 2019 - ieeexplore.ieee.org
Supervised methods have been widely used for image classifications. Although great
progress has been made, existing supervised methods rely on well-labeled samples for …

Multiview label sharing for visual representations and classifications

C Zhang, J Cheng, Q Tian - IEEE Transactions on Multimedia, 2017 - ieeexplore.ieee.org
Different views represent different aspects of images. It is more effective to combine them for
visual classifications. This paper proposes a novel multiview label sharing method to …

Few-shot visual classification using image pairs with binary transformation

C Zhang, C Li, J Cheng - … on Circuits and Systems for Video …, 2019 - ieeexplore.ieee.org
Accurately classifying images using few-shot samples have been widely explored by
researchers. However, these methods have two drawbacks. First, images are often used …

Symmetric image contents analysis and retrieval using decimation, pattern analysis, orientation, and features fusion

KT Ahmed, S Aslam, H Afzal, S Iqbal, A Mehmood… - IEEE …, 2021 - ieeexplore.ieee.org
Image retrieval procedures locate interest points and consider the features as the visual
property of an image in computer vision. These primitive features define visual attributes as …

A discriminative vectorial framework for multi-modal feature representation

L Gao, L Guan - IEEE transactions on Multimedia, 2021 - ieeexplore.ieee.org
Due to the rapid advancements of sensory and computing technology, multi-modal data
sources that represent the same pattern or phenomenon have attracted growing attention …

Incremental codebook adaptation for visual representation and categorization

C Zhang, J Cheng, Q Tian - IEEE Transactions on Cybernetics, 2017 - ieeexplore.ieee.org
The bag-of-visual-words model is widely used for visual content analysis. For visual data,
the codebook plays an important role for efficient representation. However, the codebook …

Multiview, few-labeled object categorization by predicting labels with view consistency

C Zhang, J Cheng, Q Tian - IEEE Transactions on Cybernetics, 2018 - ieeexplore.ieee.org
The categorization accuracies of objects have been greatly improved in recent years.
However, large quantities of labeled images are needed. many methods fail when only few …

Image-level classification by hierarchical structure learning with visual and semantic similarities

C Zhang, J Cheng, Q Tian - Information Sciences, 2018 - Elsevier
Image classification methods often use class-level information without considering the
distinctive character of each image. Images of the same class may have varied …

Hierarchical pore-based high-resolution fingerprint indexing

Q Pang, Y Xu, F Chen, G Lu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Pore-based fingerprint recognition has become more attractive in recent years because of its
uniqueness and difficulty in forgeability. However, most of the existing methods use pore …

Multiview semantic representation for visual recognition

C Zhang, J Cheng, Q Tian - IEEE transactions on cybernetics, 2018 - ieeexplore.ieee.org
Due to interclass and intraclass variations, the images of different classes are often cluttered
which makes it hard for efficient classifications. The use of discriminative classification …