NDLI: Relevance Preserving Projection and Ranking for Web Image Search Reranking

Content Provider	IEEE Xplore Digital Library
Author	Zhong Ji Yanwei Pang Xuelong Li
Copyright Year	1992
Abstract	An image search reranking (ISR) technique aims at refining text-based search results by mining images' visual content. Feature extraction and ranking function design are two key steps in ISR. Inspired by the idea of hypersphere in one-class classification, this paper proposes a feature extraction algorithm named hypersphere-based relevance preserving projection (HRPP) and a ranking function called hypersphere-based rank (H-Rank). Specifically, an HRPP is a spectral embedding algorithm to transform an original high-dimensional feature space into an intrinsically low-dimensional hypersphere space by preserving the manifold structure and a relevance relationship among the images. An H-Rank is a simple but effective ranking algorithm to sort the images by their distances to the hypersphere center. Moreover, to capture the user's intent with minimum human interaction, a reversed k-nearest neighbor (KNN) algorithm is proposed, which harvests enough pseudorelevant images by requiring that the user gives only one click on the initially searched images. The HRPP method with reversed KNN is named one-click-based HRPP (OC-HRPP). Finally, an OC-HRPP algorithm and the H-Rank algorithm form a new ISR method, H-reranking. Extensive experimental results on three large real-world data sets show that the proposed algorithms are effective. Moreover, the fact that only one relevant image is required to be labeled makes it has a strong practical significance.
Sponsorship	IEEE Signal Processing Society
Page Count	11
File Size	2111168
Starting Page	4137
Ending Page	4147
File Format	PDF
ISSN	10577149
Volume Number	24
Issue Number	11
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2015-01-01
Publisher Place	U.S.A.
Access Restriction	One Nation One Subscription (ONOS)
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Algorithm design and analysis Visualization Classification algorithms Support vector machines Feature extraction Transforms Training image search reranking Multimedia information system multimedia ranking feature embedding one-class classification
Content Type	Text
Resource Type	Article
Subject	Computer Graphics and Computer-Aided Design Software

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

Image Search Reranking With Query-Dependent Click-Based Relevance Feedback

An Attribute-Assisted Reranking Model for Web Image Search

Improving Web Image Search by Bag-Based Reranking

Human Detection in Images via Piecewise Linear Support Vector Machines

Multimodal Graph-Based Reranking for Web Image Search

Similarity Preserving Snippet-Based Visualization of Web Search Results

The Radon Cumulative Distribution Transform and Its Application to Image Classification

Horror Image Recognition Based on Context-Aware Multi-Instance Learning

Visual Reranking: From Objectives to Strategies

Relevance Preserving Projection and Ranking for Web Image Search Reranking

Similar Documents

Image Search Reranking With Query-Dependent Click-Based Relevance Feedback

An Attribute-Assisted Reranking Model for Web Image Search

Improving Web Image Search by Bag-Based Reranking

Human Detection in Images via Piecewise Linear Support Vector Machines

Multimodal Graph-Based Reranking for Web Image Search

Similarity Preserving Snippet-Based Visualization of Web Search Results

The Radon Cumulative Distribution Transform and Its Application to Image Classification

Horror Image Recognition Based on Context-Aware Multi-Instance Learning

Visual Reranking: From Objectives to Strategies

Relevance Preserving Projection and Ranking for Web Image Search Reranking