Learning in high-dimensional multimedia data: the state of the art

L Gao, J Song, X Liu, J Shao, J Liu, J Shao - Multimedia Systems, 2017 - Springer
During the last decade, the deluge of multimedia data has impacted a wide range of
research areas, including multimedia retrieval, 3D tracking, database management, data …

Deep adversarial metric learning for cross-modal retrieval

X Xu, L He, H Lu, L Gao, Y Ji - World Wide Web, 2019 - Springer
Cross-modal retrieval has become a highlighted research topic, to provide flexible retrieval
experience across multimedia data such as image, video, text and audio. The core of …

Quantization-based hashing: a general framework for scalable image and video retrieval

J Song, L Gao, L Liu, X Zhu, N Sebe - Pattern Recognition, 2018 - Elsevier
Nowadays, due to the exponential growth of user generated images and videos, there is an
increasing interest in learning-based hashing methods. In computer vision, the hash …

Stochastic multiview hashing for large-scale near-duplicate video retrieval

Y Hao, T Mu, R Hong, M Wang, N An… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
Near-duplicate video retrieval (NDVR) has been a significant research task in multimedia
given its high impact in applications, such as video search, recommendation, and copyright …

Unsupervised topic hypergraph hashing for efficient mobile image retrieval

L Zhu, J Shen, L Xie, Z Cheng - IEEE transactions on …, 2016 - ieeexplore.ieee.org
Hashing compresses high-dimensional features into compact binary codes. It is one of the
promising techniques to support efficient mobile image retrieval, due to its low data …

An unsupervised domain adaptation brain CT segmentation method across image modalities and diseases

D Dong, G Fu, J Li, Y Pei, Y Chen - Expert Systems with Applications, 2022 - Elsevier
Computed tomography (CT) is the primary diagnostic tool for brain diseases. To determine
the appropriate treatment plan, it is necessary to ascertain the patient's bleeding volume …

Perceptual image hashing via dual-cross pattern encoding and salient structure detection

C Qin, X Chen, X Luo, X Zhang, X Sun - Information Sciences, 2018 - Elsevier
In this paper, we propose a robust image hashing scheme based on perceptual texture and
structure features. Through pre-processing, the input image with arbitrary size is regularized …

Robust image hashing with multidimensional scaling

Z Tang, Z Huang, X Zhang, H Lao - Signal processing, 2017 - Elsevier
Multidimensional scaling (MDS) is an efficient technique for data analysis, and has been
successfully applied in data visualization, object retrieval, data clustering, and so on …

Perceptual hashing for color images based on hybrid extraction of structural features

C Qin, M Sun, CC Chang - Signal processing, 2018 - Elsevier
In this paper, a novel perceptual hashing scheme for color images is proposed with the
hybrid feature extraction mechanism. During the stage of pre-processing, image …

Self-embedding fragile watermarking based on reference-data interleaving and adaptive selection of embedding mode

C Qin, H Wang, X Zhang, X Sun - Information sciences, 2016 - Elsevier
In this paper, we propose a novel self-embedding fragile image watermarking scheme for
tampering recovery based on reference-data interleaving mechanism and adaptive …