The nature of statistical learning theory
The nature of statistical learning theory
Query expansion using local and global document analysis
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Query refinement for multimedia similarity retrieval in MARS
MULTIMEDIA '99 Proceedings of the seventh ACM international conference on Multimedia (Part 1)
A novel relevance feedback technique in image retrieval
MULTIMEDIA '99 Proceedings of the seventh ACM international conference on Multimedia (Part 2)
Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
Support vector machine active learning for image retrieval
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
Probabilistic query expansion using query logs
Proceedings of the 11th international conference on World Wide Web
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
Object Recognition as Machine Translation: Learning a Lexicon for a Fixed Image Vocabulary
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
MindReader: Querying Databases Through Multiple Examples
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
FALCON: Feedback Adaptive Loop for Content-Based Retrieval
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Bayesian Relevance Feedback for Content-Based Image Retrieval
CBAIVL '00 Proceedings of the IEEE Workshop on Content-based Access of Image and Video Libraries (CBAIVL'00)
An Optimized Interaction Strategy for Bayesian Relevance Feedback
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Query Reformulation for Content Based Multimedia Retrieval in MARS
ICMCS '99 Proceedings of the IEEE International Conference on Multimedia Computing and Systems - Volume 2
Using terminological feedback for web search refinement: a log-based study
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Automatic image annotation and retrieval using cross-media relevance models
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Group-based Relevance Feedback with Support Vector Machine Ensembles
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 3 - Volume 03
Estimating the Support of a High-Dimensional Distribution
Neural Computation
Neural Computation
Relevance feedback: a power tool for interactive content-based image retrieval
IEEE Transactions on Circuits and Systems for Video Technology
Learning a semantic space from user's relevance feedback for image retrieval
IEEE Transactions on Circuits and Systems for Video Technology
User term feedback in interactive text-based image retrieval
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Semantic manifold learning for image retrieval
Proceedings of the 13th annual ACM international conference on Multimedia
A novel framework for SVM-based image retrieval on large databases
Proceedings of the 13th annual ACM international conference on Multimedia
Content-based image retrieval: approaches and trends of the new age
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
A Unified Log-Based Relevance Feedback Scheme for Image Retrieval
IEEE Transactions on Knowledge and Data Engineering
An empirical investigation of user term feedback in text-based targeted image search
ACM Transactions on Information Systems (TOIS)
Kernel-based distance metric learning for content-based image retrieval
Image and Vision Computing
Image retrieval system using R-tree self-organizing map
Data & Knowledge Engineering
Using query logs to establish vocabularies in distributed information retrieval
Information Processing and Management: an International Journal
Regularized regression on image manifold for retrieval
Proceedings of the international workshop on Workshop on multimedia information retrieval
Knowledge-based image retrieval system
Knowledge-Based Systems
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Performance evaluation of relevance feedback methods
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
FISH: a practical system for fast interactive image search in huge databases
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Semi-supervised Collaborative Text Classification
ECML '07 Proceedings of the 18th European conference on Machine Learning
Relevance Feedback Learning for Web Image Retrieval Using Soft Support Vector Machine
Advanced Web and NetworkTechnologies, and Applications
Semisupervised SVM batch mode active learning with applications to image retrieval
ACM Transactions on Information Systems (TOIS)
A new relevance feedback technique for iconic image retrieval based on spatial relationships
Journal of Systems and Software
Semantics-preserving bag-of-words models for efficient image annotation
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Distance metric learning from uncertain side information with application to automated photo tagging
MM '09 Proceedings of the 17th ACM international conference on Multimedia
A method using locality-sensitive hashing for large-scale content-based image retrieval
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Non-parametric kernel ranking approach for social image retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
Semi-supervised distance metric learning for collaborative image retrieval and clustering
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
A search engine based on query logs, and search log analysis by automatic language identification
CLEF'09 Proceedings of the 10th cross-language evaluation forum conference on Multilingual information access evaluation: text retrieval experiments
Similarity beyond distance measurement
Large Scale Semantic Access to Content (Text, Image, Video, and Sound)
Using search logs to recommend images to new users
AMR'09 Proceedings of the 7th international conference on Adaptive multimedia retrieval: understanding media and adapting to the user
Multi-level log-based relevance feedback scheme for image retrieval
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
Connected component in feature space to capture high level semantics in CBIR
COMPUTE '11 Proceedings of the Fourth Annual ACM Bangalore Conference
Active multiple kernel learning for interactive 3D object retrieval systems
ACM Transactions on Interactive Intelligent Systems (TiiS)
Capturing contextual relationship for effective media search
Multimedia Tools and Applications
Particle swarm optimization for automatic selection of relevance feedback heuristics
ICSI'10 Proceedings of the First international conference on Advances in Swarm Intelligence - Volume Part I
Fuzzy SVM ensembles for relevance feedback in image retrieval
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Intelligent Social Media Indexing and Sharing Using an Adaptive Indexing Search Engine
ACM Transactions on Intelligent Systems and Technology (TIST)
An adaptive image retrieval system with relevance feedback and clustering
ICDEM'10 Proceedings of the Second international conference on Data Engineering and Management
Image retrieval using local and global properties of image regions with relevance feedback
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
PRoSPer: Perceptual similarity queries in medical CBIR systems through user profiles
Computers in Biology and Medicine
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Relevance feedback has been proposed as an important technique to boost the retrieval performance in content-based image retrieval (CBIR). However, since there exists a semantic gap between low-level features and high-level semantic concepts in CBIR, typical relevance feedback techniques need to perform a lot of rounds of feedback for achieving satisfactory results. These procedures are time-consuming and may make the users bored in the retrieval tasks. For a long-term study purpose in CBIR, we notice that the users' feedback logs can be available and employed for helping the retrieval tasks in CBIR systems. In this paper, we propose a novel scheme to study the log-based relevance feedback (LRF) technique for improving retrieval performance and reducing the semantic gap in CBIR. In order to effectively incorporate the users' feedback logs, we propose a modified support vector machine (SVM) technique called soft label support vector machine (SLSVM) to construct the LRF algorithm in CBIR. We conduct extensive experiments to evaluate the performance of our proposed algorithm. Compared with the typical approach using query expansion (QEX) technique, we demonstrate that our proposed scheme can significantly improve the retrieval performance of semantic image retrieval from detailed experiments.