A review on automatic image annotation techniques

D Zhang, MM Islam, G Lu - Pattern Recognition, 2012 - Elsevier
Nowadays, more and more images are available. However, to find a required image for an
ordinary user is a challenging task. Large amount of researches on image retrieval have …

Hashing techniques: A survey and taxonomy

L Chi, X Zhu - ACM Computing Surveys (Csur), 2017 - dl.acm.org
With the rapid development of information storage and networking technologies, quintillion
bytes of data are generated every day from social networks, business transactions, sensors …

Distillhash: Unsupervised deep hashing by distilling data pairs

E Yang, T Liu, C Deng, W Liu… - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
Due to storage and search efficiency, hashing has become significantly prevalent for nearest
neighbor search. Particularly, deep hashing methods have greatly improved the search …

Aesthetics and emotions in images

D Joshi, R Datta, E Fedorovskaya… - IEEE Signal …, 2011 - ieeexplore.ieee.org
In this tutorial, we define and discuss key aspects of the problem of computational inference
of aesthetics and emotion from images. We begin with a background discussion on …

Density sensitive hashing

Z Jin, C Li, Y Lin, D Cai - IEEE transactions on cybernetics, 2013 - ieeexplore.ieee.org
Nearest neighbor search is a fundamental problem in various research fields like machine
learning, data mining and pattern recognition. Recently, hashing-based approaches, for …

Tag completion for image retrieval

L Wu, R Jin, AK Jain - IEEE transactions on pattern analysis …, 2012 - ieeexplore.ieee.org
Many social image search engines are based on keyword/tag matching. This is because tag-
based image retrieval (TBIR) is not only efficient but also effective. The performance of TBIR …

Concept-based video retrieval

CGM Snoek, M Worring - Foundations and Trends® in …, 2009 - nowpublishers.com
In this paper, we review 300 references on video retrieval, indicating when text-only
solutions are unsatisfactory and showing the promising alternatives which are in majority …

Sketchmate: Deep hashing for million-scale human sketch retrieval

P Xu, Y Huang, T Yuan, K Pang… - Proceedings of the …, 2018 - openaccess.thecvf.com
We propose a deep hashing framework for sketch retrieval that, for the first time, works on a
multi-million scale human sketch dataset. Leveraging on this large dataset, we explore a few …

Assistive tagging: A survey of multimedia tagging with human-computer joint exploration

M Wang, B Ni, XS Hua, TS Chua - ACM computing surveys (CSUR), 2012 - dl.acm.org
Along with the explosive growth of multimedia data, automatic multimedia tagging has
attracted great interest of various research communities, such as computer vision …

Semantics-preserving bag-of-words models and applications

L Wu, SCH Hoi, N Yu - IEEE Transactions on Image Processing, 2010 - ieeexplore.ieee.org
The Bag-of-Words (BoW) model is a promising image representation technique for image
categorization and annotation tasks. One critical limitation of existing BoW models is that …