Deep learning for content-based image retrieval: A comprehensive study

J Wan, D Wang, SCH Hoi, P Wu, J Zhu… - Proceedings of the 22nd …, 2014 - dl.acm.org
Learning effective feature representations and similarity measures are crucial to the retrieval
performance of a content-based image retrieval (CBIR) system. Despite extensive research …

Query-adaptive image retrieval by deep-weighted hashing

J Zhang, Y Peng - IEEE Transactions on Multimedia, 2018 - ieeexplore.ieee.org
Hashing methods have attracted much attention for large-scale image retrieval. Some deep
hashing methods have achieved promising results by taking advantage of the strong …

Online residual quantization via streaming data correlation preserving

P Li, H Xie, S Min, ZJ Zha… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Recently, the online retrieval task has been receiving widespread attention, which is closely
related to many real-world applications. However, existing online retrieval methods based …

Deep reinforcement learning for image hashing

Y Peng, J Zhang, Z Ye - IEEE Transactions on Multimedia, 2019 - ieeexplore.ieee.org
Deep hashing methods have received much attention recently, which achieve promising
results by taking advantage of the strong representation power of deep networks. However …

A distance-computation-free search scheme for binary code databases

J Song, HT Shen, J Wang, Z Huang… - IEEE Transactions …, 2016 - ieeexplore.ieee.org
Recently, binary codes have been widely used in many multimedia applications to
approximate high-dimensional multimedia features for practical similarity search due to the …

Scalable similarity search with topology preserving hashing

L Zhang, Y Zhang, X Gu, J Tang… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
Hashing-based similarity search techniques is becoming increasingly popular in large data
sets. To capture meaningful neighbors, the topology of a data set, which represents the …

Instant mobile video search with layered audio-video indexing and progressive transmission

W Liu, T Mei, Y Zhang - IEEE Transactions on Multimedia, 2014 - ieeexplore.ieee.org
The proliferation of mobile devices is producing a new wave of applications that enable
users to sense their surroundings with smart phones. People are preferring mobile devices …

Full-space local topology extraction for cross-modal retrieval

L Zhang, Y Zhang, R Hong… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
With the ever increasing availability of various kinds of multimedia data, cross-modal
retrieval, which enables information retrieval from various types of data given various types …

Learning label preserving binary codes for multimedia retrieval: A general approach

K Li, GJ Qi, KA Hua - ACM Transactions on Multimedia Computing …, 2017 - dl.acm.org
Learning-based hashing has been researched extensively in the past few years due to its
great potential in fast and accurate similarity search among huge volumes of multimedia …

Geometry and topology preserving hashing for sift feature

C Kang, L Zhu, X Qian, J Han, M Wang… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
In recent years, content-based image retrieval has been of concern because of practical
needs on Internet services, especially methods that can improve retrieving speed and …