SlideShare a Scribd company logo
1 of 1
Download to read offline
AN ATTRIBUTE-ASSISTED RERANKING MODEL FOR WEB IMAGE
SEARCH
ABSTRACT
Image search reranking is an effective approach to refine the text-based image search
result. Most existing reranking approaches are based on low-level visual features. In this paper,
we propose to exploit semantic attributes for image search reranking. Based on the classifiers for
all the pre-defined attributes, each image is represented by a attribute feature consisting of the
responses from these classifiers. A hypergraph is then used to model the relationship between
images by integrating low-level visual features and attribute features. Hypergraph ranking is
performed to order the images. Its basic principle is that visually similar images should have
similar ranking scores. We conduct experiments on 300 queries in MSRA-MM V2.0 dataset. The
experimental results demonstrate the effectiveness of our approach.

More Related Content

Similar to An attribute

A NOVEL WEB IMAGE RE-RANKING APPROACH BASED ON QUERY SPECIFIC SEMANTIC SIGNAT...
A NOVEL WEB IMAGE RE-RANKING APPROACH BASED ON QUERY SPECIFIC SEMANTIC SIGNAT...A NOVEL WEB IMAGE RE-RANKING APPROACH BASED ON QUERY SPECIFIC SEMANTIC SIGNAT...
A NOVEL WEB IMAGE RE-RANKING APPROACH BASED ON QUERY SPECIFIC SEMANTIC SIGNAT...
Journal For Research
 
An Attribute-Assisted Reranking Model for Web Image Search
An Attribute-Assisted Reranking Model for Web Image SearchAn Attribute-Assisted Reranking Model for Web Image Search
An Attribute-Assisted Reranking Model for Web Image Search
1crore projects
 
An Attribute-Assisted Reranking Model for Web Image Search
An Attribute-Assisted Reranking Model for Web Image SearchAn Attribute-Assisted Reranking Model for Web Image Search
An Attribute-Assisted Reranking Model for Web Image Search
1crore projects
 
Robust and Radial Image Comparison Using Reverse Image Search
Robust and Radial Image Comparison Using Reverse Image  Search Robust and Radial Image Comparison Using Reverse Image  Search
Robust and Radial Image Comparison Using Reverse Image Search
IJMER
 

Similar to An attribute (20)

An attribute assisted reranking model for web image search
An attribute assisted reranking model for web image searchAn attribute assisted reranking model for web image search
An attribute assisted reranking model for web image search
 
An attribute assisted reranking
An attribute assisted rerankingAn attribute assisted reranking
An attribute assisted reranking
 
web image re-ranking using query-specific semantic signatures
web image re-ranking using query-specific semantic signaturesweb image re-ranking using query-specific semantic signatures
web image re-ranking using query-specific semantic signatures
 
Query specific rank fusion for image retrieval
Query specific rank fusion for image retrievalQuery specific rank fusion for image retrieval
Query specific rank fusion for image retrieval
 
Texture based image retrieval system
Texture based image retrieval system Texture based image retrieval system
Texture based image retrieval system
 
Malini pjt
Malini pjtMalini pjt
Malini pjt
 
click prediction for web image reranking using multimodal sparse coding
click prediction for web image reranking using multimodal sparse codingclick prediction for web image reranking using multimodal sparse coding
click prediction for web image reranking using multimodal sparse coding
 
JPD1437 Click Prediction for Web Image Reranking Using Multimodal Sparse Coding
JPD1437  Click Prediction for Web Image Reranking Using Multimodal Sparse CodingJPD1437  Click Prediction for Web Image Reranking Using Multimodal Sparse Coding
JPD1437 Click Prediction for Web Image Reranking Using Multimodal Sparse Coding
 
Keyword query routing
Keyword query routingKeyword query routing
Keyword query routing
 
M phil-computer-science-pattern-recognition-projects
M phil-computer-science-pattern-recognition-projectsM phil-computer-science-pattern-recognition-projects
M phil-computer-science-pattern-recognition-projects
 
Comparison of Various Web Image Re - Ranking Techniques
Comparison of Various Web Image Re - Ranking TechniquesComparison of Various Web Image Re - Ranking Techniques
Comparison of Various Web Image Re - Ranking Techniques
 
ENHANCED WEB IMAGE RE-RANKING USING SEMANTIC SIGNATURES
ENHANCED WEB IMAGE RE-RANKING USING SEMANTIC SIGNATURESENHANCED WEB IMAGE RE-RANKING USING SEMANTIC SIGNATURES
ENHANCED WEB IMAGE RE-RANKING USING SEMANTIC SIGNATURES
 
A NOVEL WEB IMAGE RE-RANKING APPROACH BASED ON QUERY SPECIFIC SEMANTIC SIGNAT...
A NOVEL WEB IMAGE RE-RANKING APPROACH BASED ON QUERY SPECIFIC SEMANTIC SIGNAT...A NOVEL WEB IMAGE RE-RANKING APPROACH BASED ON QUERY SPECIFIC SEMANTIC SIGNAT...
A NOVEL WEB IMAGE RE-RANKING APPROACH BASED ON QUERY SPECIFIC SEMANTIC SIGNAT...
 
An Attribute-Assisted Reranking Model for Web Image Search
An Attribute-Assisted Reranking Model for Web Image SearchAn Attribute-Assisted Reranking Model for Web Image Search
An Attribute-Assisted Reranking Model for Web Image Search
 
An Attribute-Assisted Reranking Model for Web Image Search
An Attribute-Assisted Reranking Model for Web Image SearchAn Attribute-Assisted Reranking Model for Web Image Search
An Attribute-Assisted Reranking Model for Web Image Search
 
Query specific rank fusion for image retrieval
Query specific rank fusion for image retrievalQuery specific rank fusion for image retrieval
Query specific rank fusion for image retrieval
 
An attribute assisted reranking model for web image search
An attribute assisted reranking model for web image searchAn attribute assisted reranking model for web image search
An attribute assisted reranking model for web image search
 
A Low Rank Mechanism to Detect and Achieve Partially Completed Image Tags
A Low Rank Mechanism to Detect and Achieve Partially Completed Image TagsA Low Rank Mechanism to Detect and Achieve Partially Completed Image Tags
A Low Rank Mechanism to Detect and Achieve Partially Completed Image Tags
 
Robust and Radial Image Comparison Using Reverse Image Search
Robust and Radial Image Comparison Using Reverse Image  Search Robust and Radial Image Comparison Using Reverse Image  Search
Robust and Radial Image Comparison Using Reverse Image Search
 
IEEE 2014 DOTNET IMAGE PROCESSING PROJECTS Click prediction-for-web-image-rer...
IEEE 2014 DOTNET IMAGE PROCESSING PROJECTS Click prediction-for-web-image-rer...IEEE 2014 DOTNET IMAGE PROCESSING PROJECTS Click prediction-for-web-image-rer...
IEEE 2014 DOTNET IMAGE PROCESSING PROJECTS Click prediction-for-web-image-rer...
 

More from Shakas Technologies

More from Shakas Technologies (20)

A Review on Deep-Learning-Based Cyberbullying Detection
A Review on Deep-Learning-Based Cyberbullying DetectionA Review on Deep-Learning-Based Cyberbullying Detection
A Review on Deep-Learning-Based Cyberbullying Detection
 
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
 
A Novel Framework for Credit Card.
A Novel Framework for Credit Card.A Novel Framework for Credit Card.
A Novel Framework for Credit Card.
 
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
 
NS2 Final Year Project Titles 2023- 2024
NS2 Final Year Project Titles 2023- 2024NS2 Final Year Project Titles 2023- 2024
NS2 Final Year Project Titles 2023- 2024
 
MATLAB Final Year IEEE Project Titles 2023-2024
MATLAB Final Year IEEE Project Titles 2023-2024MATLAB Final Year IEEE Project Titles 2023-2024
MATLAB Final Year IEEE Project Titles 2023-2024
 
Latest Python IEEE Project Titles 2023-2024
Latest Python IEEE Project Titles 2023-2024Latest Python IEEE Project Titles 2023-2024
Latest Python IEEE Project Titles 2023-2024
 
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
 
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSECYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
 
Detecting Mental Disorders in social Media through Emotional patterns-The cas...
Detecting Mental Disorders in social Media through Emotional patterns-The cas...Detecting Mental Disorders in social Media through Emotional patterns-The cas...
Detecting Mental Disorders in social Media through Emotional patterns-The cas...
 
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTIONCOMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
 
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCECO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
 
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
 
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
 
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
 
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
 
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
 
Fighting Money Laundering With Statistics and Machine Learning.docx
Fighting Money Laundering With Statistics and Machine Learning.docxFighting Money Laundering With Statistics and Machine Learning.docx
Fighting Money Laundering With Statistics and Machine Learning.docx
 
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
 
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
 

Recently uploaded

Spellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseSpellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please Practise
AnaAcapella
 
The basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxThe basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptx
heathfieldcps1
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
ciinovamais
 
Salient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functionsSalient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functions
KarakKing
 

Recently uploaded (20)

Understanding Accommodations and Modifications
Understanding  Accommodations and ModificationsUnderstanding  Accommodations and Modifications
Understanding Accommodations and Modifications
 
Spellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseSpellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please Practise
 
The basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxThe basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptx
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
Towards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptxTowards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptx
 
Google Gemini An AI Revolution in Education.pptx
Google Gemini An AI Revolution in Education.pptxGoogle Gemini An AI Revolution in Education.pptx
Google Gemini An AI Revolution in Education.pptx
 
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptxHMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
 
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdfUGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
 
How to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSHow to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POS
 
ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptx
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.ppt
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
 
Micro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdfMicro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdf
 
SOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning PresentationSOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning Presentation
 
Salient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functionsSalient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functions
 
Sociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning ExhibitSociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning Exhibit
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)
 

An attribute

  • 1. AN ATTRIBUTE-ASSISTED RERANKING MODEL FOR WEB IMAGE SEARCH ABSTRACT Image search reranking is an effective approach to refine the text-based image search result. Most existing reranking approaches are based on low-level visual features. In this paper, we propose to exploit semantic attributes for image search reranking. Based on the classifiers for all the pre-defined attributes, each image is represented by a attribute feature consisting of the responses from these classifiers. A hypergraph is then used to model the relationship between images by integrating low-level visual features and attribute features. Hypergraph ranking is performed to order the images. Its basic principle is that visually similar images should have similar ranking scores. We conduct experiments on 300 queries in MSRA-MM V2.0 dataset. The experimental results demonstrate the effectiveness of our approach.