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A Survey on Mining Weakly Labeled Web Facial Images for Search-Based Face Annotation

Rahul Jadhav, Suvarna Pawar
2014 International Journal of Engineering Trends and Technoloy  
This paper provides various techniques or methods that are used to annotating facial images Keywords-Face annotation, web facial images, search base face annotation, content-based image retrieval, weak  ...  label, Search based facial annotation.  ...  the text-based search results by achieving consist facial images A.  ... 
doi:10.14445/22315381/ijett-v10p299 fatcat:e77oogqq3fhcde52zap5dqmuke

Automatic semantic annotation of images based on Web data

Guiguang Ding, Na Xu
2010 2010 Sixth International Conference on Information Assurance and Security  
In this paper, we proposed a novel image annotation method based on Web data, which aims to utilize Web data to perform automatic image annotation.  ...  Web data, collected from several image search engine, are first preprocessed, clustered and mined to construct a concept clustering model.  ...  Motivated by Web search technologies in many commercial systems, they developed several search-based image annotation methods, using Web-scale image database and unlimited lexicon.  ... 
doi:10.1109/isias.2010.5604186 dblp:conf/IEEEias/DingX10 fatcat:r5bvcrof3zfpbe42hlzvxzyqm4

Scalable search-based image annotation of personal images

Changhu Wang, Feng Jing, Lei Zhang, Hong-Jiang Zhang
2006 Proceedings of the 8th ACM international workshop on Multimedia information retrieval - MIR '06  
To be scalable, we propose a searchbased image annotation (SBIA) algorithm that is analogous to Web page search.  ...  Then, a text-based keyword search (TBKS) technique is used to obtain a ranked list of candidate annotations for each retrieved image.  ...  Search-Based Image Annotation We re-formulate image annotation as a search process analogous to the aforementioned text-based Web search.  ... 
doi:10.1145/1178677.1178714 dblp:conf/mir/WangJZZ06 fatcat:3722lebspbcmpdtl2rtt3twc2u

Annotating personal albums via web mining

Jimin Jia, Nenghai Yu, Xian-Sheng Hua
2008 Proceeding of the 16th ACM international conference on Multimedia - MM '08  
Existing research on image annotation evolves through two stages: learning-based methods and web-based methods.  ...  Web-based methods leverage web image data to learn relevant annotations, which greatly expand the scale of concepts.  ...  For a target image, an initial keyword is provided to conduct a text-based search on the web database.  ... 
doi:10.1145/1459359.1459421 dblp:conf/mm/JiaYH08 fatcat:rbmqunfgrjbevdgfvypkt3fclm

Dual cross-media relevance model for image annotation

Jing Liu, Bin Wang, Mingjing Li, Zhiwei Li, Weiying Ma, Hanqing Lu, Songde Ma
2007 Proceedings of the 15th international conference on Multimedia - MULTIMEDIA '07  
Existing relevance-model-based methods perform image annotation by maximizing the joint probability of images and words, which is calculated by the expectation over training images.  ...  Image annotation has been an active research topic in recent years due to its potential impact on both image understanding and web image retrieval.  ...  Additionally, there is no ideal commercial content-based search engine currently. Thus the method still has some restrictions for the web image annotation.  ... 
doi:10.1145/1291233.1291380 dblp:conf/mm/LiuWLLMLM07 fatcat:hwhhftmnlrhhzeiloma3difxhy

A Review On Search Based Face Annotation Using Weakly Labeled Facial Images

Prof.Borude Krishna
2015 Zenodo  
The chall enging part of search based face annotation task is management of most similar facial images and their weak labels.  ...  The main aim of image annotation process is to automatically assign associate label to images,so image retrieving use rs are able to query images by labels and automatically detect hum an faces from a  ...  The Search Based Face Annotation (SBFA) framework is data driven as well as model free, which is inspired by search based image annotation methods of image annotation.  ... 
doi:10.5281/zenodo.1475510 fatcat:kazbpcg3mzhmhmpoxkuk2jxli4

Efficient Re-Ranking of Images from the Web using Bag based Method

S.Keerthana S.Keerthana, R.C.Narayanan R.C.Narayanan, K.Krishnamoorthy K.Krishnamoorthy
2012 International Journal of Computer Applications  
Given a textual query in traditional text based image retrieval (TBIR),relevant images are to be re ranked using visual features after the initial text based image search.  ...  An image retrieval system is a computer system for browsing, searching and retrieving images from a large database of digital images.  ...  Given a query keyword a pool of images are re-ranked by the search engines based on the query.  ... 
doi:10.5120/5837-8071 fatcat:3m5cd776vnh4pnvyrv5vkn2h6m

Recent Advances and Challenges of Semantic Image/Video Search

Shih-Fu Chang, Wei-Ying Ma, Arnold Smeulders
2007 2007 IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP '07  
We present an overview of recent advances and major challenges in image and video search, with a specific focus on large-scale semantic concept detection and indexing.  ...  Index Terms -semantic indexing, image and video search, content labeling, statistical modeling  ...  IMAGE LABEL BY WEB SEARCH Manual annotation of image or video data is costly and difficult to scale up to a large set of concepts.  ... 
doi:10.1109/icassp.2007.367292 dblp:conf/icassp/ChangMS07 fatcat:wgnw233c4ndbtc5zrvrb4g5wqe

To search or to label?

Lyndon S. Kennedy, Shih-Fu Chang, Igor V. Kozintsev
2006 Proceedings of the 8th ACM international workshop on Multimedia information retrieval - MIR '06  
In this work we explore the trade-offs in acquiring training data for image classification models through automated web search as opposed to human annotation.  ...  We propose to build this system as an estimation of the absolute gain in average precision (AP) experienced from using human annotations instead of web search.  ...  A set of textually-related images is found from the web through web-based image search given the annotation term associated with the image.  ... 
doi:10.1145/1178677.1178712 dblp:conf/mir/KennedyCK06 fatcat:mhf2dlesgngw3jsqrinl374e2i

Learning Semantics From Multimedia Web Resources: An Introduction to the Special Issue

Qi Tian, Jinhui Tang, Marcel Worring, Daniel Gatica-perez
2012 IEEE transactions on multimedia  
Ma et al. propose a feature selection method and apply it to Web image annotation.  ...  Tian et al. investigate the QDP problem in Web image search. A novel method is proposed to automatically predict the quality of image search results for an arbitrary query.  ... 
doi:10.1109/tmm.2012.2208026 fatcat:uohusfrilrcdvgrzac7xf3olq4

Bio-imaging Toolkit for Indexing, Searching, Navigation, Discovery and Annotation [chapter]

Afzal Godil, Benny Cheung, Asim Wagan, Xiaolan Li
2008 Lecture Notes in Computer Science  
Bio-imaging toolkit is an application for biological imaging community that will bring in the latest efforts in indexing, searching, navigation, discovery, analysis and annotation for both biological image  ...  A highly interactive multimedia information retrieval system has been developed which is based on Service Oriented Architecture (SOA) that relies on the REST based web-service model to create efficient  ...  Introduction A web based application has been developed for storage of bio-images and interface for indexing, searching, discovery and annotation.  ... 
doi:10.1007/978-3-540-89646-3_91 fatcat:q2hgiqzcrve6vjugdbpdqmrk54

Finding visual concepts by web image mining

Keiji Yanai, Kobus Barnard
2006 Proceedings of the 15th international conference on World Wide Web - WWW '06  
We propose measuring "visualness" of concepts with images on the Web, that is, what extent concepts have visual characteristics. This is a new application of "Web image mining".  ...  Mining image data on the Web with our method enables it. Our method performs probabilistic region selection for images and computes an entropy measure which represents "visualness" of concepts.  ...  In this paper, we describe a new method and experiments to measure "visualness" of word concepts with Web images as a case study of "Web image mining".  ... 
doi:10.1145/1135777.1135946 dblp:conf/www/YanaiB06 fatcat:x366toszync7nldf2ggehasm5e

An object centric image retrieval framework using multi-agent model for retrieving non-redundant web images

Shashi Shekhar, Anshy Singh, Subhash Chand Agrawal
2015 International Journal of Image Mining  
In this paper, we have proposed automatic image annotation and image crawling method based on object-based image retrieval algorithms.  ...  Retrieving useful and relevant images from the web has become a difficult task.  ...  In general, image annotation methods can be classified into two categories, learning-based methods and web data-based methods (Wang and Zhang, 2008) .  ... 
doi:10.1504/ijim.2015.070018 fatcat:2rbspmgnozc7jlkumuwgqdqf7e

ImageNotion as a Mashup Service for a Semantic Image Web?

Andreas Walter, Gábor Nagypál
2008 International Conference on Semantics and Digital Media Technologies  
Such a service creates semantic image annotations semi-automatically, and thus makes those images available for processing on the Semantic Web.  ...  Most web image archives still use plain text to annotate images. The ImageNotion system ([1] [2]) extends the state-of-the-art by providing semantic annotation of images and their parts.  ...  ImageNotion allows for semantic search and for the navigation through image archives based on the available image annotations.  ... 
dblp:conf/samt/WalterN08 fatcat:d4nasn4rxbfzhpjjr5adjtvnw4

An introduction to the special issue

Meixun Zhao, Liguang Sun, Quanzhen Chen, Wensheng Jiang
2013 Journal of Ocean University of China  
Ma et al. propose a feature selection method and apply it to Web image annotation.  ...  Tian et al. investigate the QDP problem in Web image search. A novel method is proposed to automatically predict the quality of image search results for an arbitrary query.  ... 
doi:10.1007/s11802-013-2240-7 fatcat:yftgrrrowbdhlg32gaolzkuoza
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