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 …

Image annotation: Then and now

PK Bhagat, P Choudhary - Image and Vision Computing, 2018 - Elsevier
Automatic image annotation (AIA) plays a vital role in dealing with the exponentially growing
digital images. Image annotation helps in effective retrieval, organization, classification, auto …

Automatically annotating images with keywords: A review of image annotation systems

CF Tsai, C Hung - Recent Patents on Computer Science, 2008 - ingentaconnect.com
The explosive growth of image data leads to the research and development of Content-
Based Image Retrieval (CBIR) systems. CBIR systems extract and retrieve images by their …

Automatic image annotation based on deep learning models: a systematic review and future challenges

MM Adnan, MSM Rahim, A Rehman, Z Mehmood… - IEEE …, 2021 - ieeexplore.ieee.org
Recently, much attention has been given to image annotation due to the massive increase in
image data volume. One of the image retrieval methods which guarantees the retrieval of …

The segmented and annotated IAPR TC-12 benchmark

HJ Escalante, CA Hernández, JA Gonzalez… - Computer vision and …, 2010 - Elsevier
Automatic image annotation (AIA), a highly popular topic in the field of information retrieval
research, has experienced significant progress within the last decade. Yet, the lack of a …

Image annotation by large-scale content-based image retrieval

X Li, L Chen, L Zhang, F Lin, WY Ma - Proceedings of the 14th ACM …, 2006 - dl.acm.org
Image annotation has been an active research topic in recent years due to its potentially
large impact on both image understanding and Web image search. In this paper, we target …

Automatic image annotation using deep learning representations

VN Murthy, S Maji, R Manmatha - Proceedings of the 5th ACM on …, 2015 - dl.acm.org
We propose simple and effective models for the image annotation that make use of
Convolutional Neural Network (CNN) features extracted from an image and word …

Hierarchical classification for automatic image annotation

J Fan, Y Gao, H Luo - Proceedings of the 30th annual international ACM …, 2007 - dl.acm.org
In this paper, a hierarchical classification framework has been proposed for bridging the
semantic gap effectively and achieving multi-level image annotation automatically. First, the …

Baselines for image annotation

A Makadia, V Pavlovic, S Kumar - International Journal of Computer Vision, 2010 - Springer
Automatically assigning keywords to images is of great interest as it allows one to retrieve,
index, organize and understand large collections of image data. Many techniques have …

A survey and analysis on automatic image annotation

Q Cheng, Q Zhang, P Fu, C Tu, S Li - Pattern Recognition, 2018 - Elsevier
In recent years, image annotation has attracted extensive attention due to the explosive
growth of image data. With the capability of describing images at the semantic level, image …