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Semantic-Aware Co-indexing for Image Retrieval

Shiliang Zhang, Ming Yang, Xiaoyu Wang, Yuanqing Lin, Qi Tian
2013 2013 IEEE International Conference on Computer Vision  
In this paper, for vocabulary tree based image retrieval, we propose a semantic-aware co-indexing algorithm to jointly embed two strong cues into the inverted indexes: 1) local invariant features that  ...  For an initial set of inverted indexes of local features, we utilize 1000 semantic attributes to filter out isolated images and insert semantically similar images to the initial set.  ...  Input: the inverted indexes I(v) stored as in for each visual word v in {v i } i∈Sq do for each database image d in the image list I(v) do sim(q, d) = sim(q, d) + tf d (v)tf q (v)idf(v) for each semantic  ... 
doi:10.1109/iccv.2013.210 dblp:conf/iccv/ZhangYWLT13 fatcat:7b7mzbj4fnbtffi3ierfnkystu

Semantic-Aware Co-Indexing for Image Retrieval

Shiliang Zhang, Ming Yang, Xiaoyu Wang, Yuanqing Lin, Qi Tian
2015 IEEE Transactions on Pattern Analysis and Machine Intelligence  
In this paper, for vocabulary tree based image retrieval, we propose a semantic-aware co-indexing algorithm to jointly embed two strong cues into the inverted indexes: 1) local invariant features that  ...  For an initial set of inverted indexes of local features, we utilize 1000 semantic attributes to filter out isolated images and insert semantically similar images to the initial set.  ...  Input: the inverted indexes I(v) stored as in for each visual word v in {v i } i∈Sq do for each database image d in the image list I(v) do sim(q, d) = sim(q, d) + tf d (v)tf q (v)idf(v) for each semantic  ... 
doi:10.1109/tpami.2015.2417573 pmid:26539859 fatcat:2adewvpkijeq3f6dhbjvbic54u

Semantic Image Retrieval Using Region Based Inverted File

Dengsheng Zhang, Md Monirul Islam, Guojun Lu, Jin Hou
2009 2009 Digital Image Computing: Techniques and Applications  
In this paper, we propose to unite the semantic image retrieval model with text based retrieval using a novel region based inverted file indexing method.  ...  For this purpose, images are translated into textual documents which are then indexed and retrieved the same way as the conventional text based search.  ...  We then describe the proposed region based inverted file for semantic image indexing and retrieval. A.  ... 
doi:10.1109/dicta.2009.48 dblp:conf/dicta/ZhangILH09 fatcat:x2jlf476kbbujfmrequnghom6a

Scale-Free Content Based Image Retrieval (or Nearly so)

Adrian Popescu, Alexandra Ginsca, Herve Le Borgne
2017 2017 IEEE International Conference on Computer Vision Workshops (ICCVW)  
Images are represented with sparse semantic features that can be stored as an inverted index.  ...  When textual annotations of Web and social media images are poor or missing, content-based image retrieval is an interesting way to access them.  ...  The results reported in [10, 14] show that the use of an inverted index for image and video retrieval improves search time by several orders of magnitude.  ... 
doi:10.1109/iccvw.2017.42 dblp:conf/iccvw/PopescuGB17 fatcat:bvgxxi3wkndnvntfhdi7v6umje

Image Retrieval using Sparse Codewords with Cryptography for Enhanced Security

Munmun N. Bhagat, Prof. B. B. Gite
2014 IOSR Journal of Computer Engineering  
In this work, semantic codewords for face retrieval are constructed by using semantic cues of the face image to improve content based face image retrieval.  ...  Thus, content-based face image retrieval is a technique which facilitates for many emerging applications.  ...  the result for attribute embedded inverted indexing.  ... 
doi:10.9790/0661-16252226 fatcat:3dbxk4jpqff33bl5hl4nfkc3du

Promising Large Scale Image Retrieval by Using Intelligent Semantic Binary Code Generation Technique

Anuja khodaskar, Siddarth Ladhake
2015 Procedia Computer Science  
Million images on internet is big challenge for accurate and efficient image retrieval as per user requirement.  ...  A scalable content based image retrieval system for large-scale www database is designed and implemented.  ...  Indexing and retrieval An inverted-file index for large-scale indexing and retrieval is use for proposed system.  ... 
doi:10.1016/j.procs.2015.04.183 fatcat:qq54n37jkjacdjm7w7tncaprju

Hybrid-Indexing Multi-type Features for Large-Scale Image Search [chapter]

Qingjun Luo, Shiliang Zhang, Tiejun Huang, Wen Gao, Qi Tian
2015 Lecture Notes in Computer Science  
Hybrid-Indexing only requires the Bag-of-visual Words (BoWs) model as input for online query, but could obtain more satisfying retrieval results because the index file conveys hybrid similarities among  ...  Both of the two indexing models are suited for specific features and are limited to certain scenarios like partial-duplicate search and similar image search, respectively.  ...  In an inverted index file, images containing a common visual word form a short image list. We hence perform the following steps for each of the image lists throughout the whole index structure.  ... 
doi:10.1007/978-3-319-16865-4_29 fatcat:vwtkcepgl5hb3aelig6zyloa64

An Integrated Methods for Refined Facial-Image Retrieval using Sift and Click-Through Data

2019 International Journal of Engineering and Advanced Technology  
Often these tags are the firsthand semantic data for retrieving the images from the Internet. When a user searches for images in the web, the images with tags relevant to user query are retrieved.  ...  Also we propose the construction of inverted index structure to improve the search performance.  ...  Inverted Index Structure ConstructionIn order to retrieve the images faster an inverted index structure (IIS) is constructed.  ... 
doi:10.35940/ijeat.a1011.1291s619 fatcat:t2ozkgzrebbbbnpk3kjjb7nbkm

Scalable Face Image Retrieval Using Attribute-Enhanced Sparse Codewords

Bor-Chun Chen, Yan-Ying Chen, Yin-Hsi Kuo, Winston H. Hsu
2013 IEEE transactions on multimedia  
Index Terms-Content-based image retrieval, face image, human attributes.  ...  In this work, we aim to utilize automatically detected human attributes that contain semantic cues of the face photos to improve contentbased face retrieval by constructing semantic codewords for efficient  ...  Attribute-embedded inverted index described in Section IV-C is then built for efficient retrieval.  ... 
doi:10.1109/tmm.2013.2242460 fatcat:b7qhfd2hbjeulalkpvc3ntxlcu

Research and Application of a Combined Art Image Query Method

Cheng Mao, Chai Wenlei, Wang Fuqiang
2016 International Journal of Database Theory and Application  
Different from the commonly used image query method, art images are always seen by specific researchers and to study and classification, and it is much more important for the query method with high retrieval  ...  So it is important to develop a better query method specifically used for the art image query.  ...  Thus, for the inverted , the insertion process of the image feature x into the index structure is similar to that in the commonly used inverted index structure.  ... 
doi:10.14257/ijdta.2016.9.6.18 fatcat:2q5fb3crpzhtjo55hwlwzjk2wm

An Evaluation of Metrics for Retrieval of MPEG-7 Semantic Descriptions

Mathias Lux
2009 2009 11th IEEE International Symposium on Multimedia  
One example for a framework for semantic annotations is MPEG-7.  ...  In this paper the authors present a retrieval process for MPEG-7 based semantic annotations founded on well proved information retrieval techniques, namely query expansion and regular expressions.  ...  As in text retrieval we are using an inverted index as data structure, which holds all semantic objects and offers good possibilities for speeding up the retrieval process as a whole.  ... 
doi:10.1109/ism.2009.104 dblp:conf/ism/Lux09 fatcat:t2aff7tz5jfbjp6gnjyiuu62cm

Regim Lab Team at ImageCLEF Lifelog Moment Retrieval Task 2018

Fatma Ben Abdallah, Ghada Feki, Mohamed Ezzarka, Anis Ben Ammar, Chokri Ben Amar
2018 Conference and Labs of the Evaluation Forum  
In this paper we describe our approach for the ImageCLE-Flifelog Moment Retrieval task. A total of five runs were submitted, which used visual features, textual features or combination.  ...  In the second and third runs, we used respectively fine-tuned Googlenet and Alexnet for images description. The fourth run was based on the fusion of the two previous runs.  ...  So, we chose to generate an image inverted index for each day of the lifelogger.  ... 
dblp:conf/clef/AbdallahFEAA18 fatcat:sz5iv2xudbblhg3ozuzvr6x7yu

Bringing Semantics in Word Image Retrieval

Praveen Krishnan, C.V. Jawahar
2013 2013 12th International Conference on Document Analysis and Recognition  
Performance of the recognition free approaches for document retrieval, heavily depends on the exact or approximate matching of images (in some feature space) to retrieve documents containing the same word  ...  Our retrieval framework uses (i) the language resources like WordNet and (ii) an annotated corpus of document images, to retrieve semantically relevant words from a large word image database.  ...  The bottom half shows the retrieval of a query image from the inverted index.  ... 
doi:10.1109/icdar.2013.150 dblp:conf/icdar/KrishnanJ13 fatcat:lptyze7ruzcvhafnl7ynbklgxi

New-Fangled Alignment of Ontologies for Content Based Semantic Image Retrieval

Anuja khodaskar, Siddarth Ladhake
2015 Procedia Computer Science  
Proposed content based image retrieval system reduce semantic gap and provides highly accurate, efficient and effective image retrieval result.  ...  To overcome this weakness, proposed image retrieval system designed using core semantic multiple ontology which merges feature ontology, semantic feature ontology, user ontology and metadata ontology.  ...  The inverted index is generated from multilevel indexing and core semantic multiple ontology.  ... 
doi:10.1016/j.procs.2015.04.185 fatcat:zxe7fjinmbeo3ptokasdqkftoa

Interactive Known-Item Search Using Semantic Textual and Colour Modalities [chapter]

Zhenxing Zhang, Rami Albatal, Cathal Gurrin, Alan F. Smeaton
2015 Lecture Notes in Computer Science  
In this paper, we propose an interactive video browser tool for our participation in the fourth video search showcase event.  ...  Fig. 1 : 1 Inverted Index Structure Based on Semantic Concepts and Visual object Vocabulary.  ...  (Starbucks entry) of an inverted index for online search, so both of them can be found now by type "Starbucks" as a query (knowing that Starbucks is not among the 1,000 pre-trained concept in 2.1) The  ... 
doi:10.1007/978-3-319-14442-9_29 fatcat:kectq4iggzhobhcd6hfpct644i
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