The nature of statistical learning theory
The nature of statistical learning theory
Machine Learning
Texture Features for Browsing and Retrieval of Image Data
IEEE Transactions on Pattern Analysis and Machine Intelligence
Comparing images using color coherence vectors
MULTIMEDIA '96 Proceedings of the fourth ACM international conference on Multimedia
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Random Subspace Method for Constructing Decision Forests
IEEE Transactions on Pattern Analysis and Machine Intelligence
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
SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture LIbraries
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
Constructing Boosting Algorithms from SVMs: An Application to One-Class Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multi-class relevance feedback content-based image retrieval
Computer Vision and Image Understanding
Random sampling based SVM for relevance feedback image retrieval
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Forecasting time series with genetic fuzzy predictor ensemble
IEEE Transactions on Fuzzy Systems
IEEE Transactions on Circuits and Systems for Video Technology
Model-shared subspace boosting for multi-label classification
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
A nearest-neighbor approach to relevance feedback in content based image retrieval
Proceedings of the 6th ACM international conference on Image and video retrieval
Proceedings of the international workshop on Workshop on multimedia information retrieval
Automatic medical image annotation and retrieval
Neurocomputing
Image categorization: Graph edit distance+edge direction histogram
Pattern Recognition
KPCA for semantic object extraction in images
Pattern Recognition
Adaptive multiple feedback strategies for interactive video search
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Experiments in interactive video search by addition and subtraction
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Adaptive quasiconformal kernel discriminant analysis
Neurocomputing
A relevance feedback CBIR algorithm based on fuzzy sets
Image Communication
Adaptive Multimedial Retrieval: Retrieval, User, and Semantics
State-of-the-art on spatio-temporal information-based video retrieval
Pattern Recognition
A genetic programming framework for content-based image retrieval
Pattern Recognition
Image annotation via graph learning
Pattern Recognition
Boosting random subspace method
Neural Networks
Annotating photo collections by label propagation according to multiple similarity cues
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Shot-based video retrieval with optical flow tensor and HMMs
Pattern Recognition Letters
Discriminative optical flow tensor for video semantic analysis
Computer Vision and Image Understanding
Semi-random subspace method for face recognition
Image and Vision Computing
Selective Ensemble Algorithms of Support Vector Machines Based on Constraint Projection
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Alzheimer's Diagnosis Using Eigenbrains and Support Vector Machines
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Criteria Ensembles in Feature Selection
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Image retrieval using nonlinear manifold embedding
Neurocomputing
Computational Statistics & Data Analysis
Several SVM Ensemble Methods Integrated with Under-Sampling for Imbalanced Data Learning
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Image categorization combining neighborhood methods and boosting
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Large-scale multimedia semantic concept modeling using robust subspace bagging and MapReduce
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Using large-scale web data to facilitate textual query based retrieval of consumer photos
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Automated diagnosis of Alzheimer's disease using image similarity and user feedback
Proceedings of the ACM International Conference on Image and Video Retrieval
IEEE Transactions on Image Processing
Content based image retrieval using unclean positive examples
IEEE Transactions on Image Processing
Image retrieval using noisy query
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Biased ISOMap projections for interactive reranking
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
An interactive approach for filtering out junk images from keyword-based google search results
IEEE Transactions on Circuits and Systems for Video Technology
Generalized discriminant analysis: a matrix exponential approach
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Biased discriminant euclidean embedding for content-based image retrieval
IEEE Transactions on Image Processing
Multi-modal multi-label semantic indexing of images based on hybrid ensemble learning
PCM'07 Proceedings of the multimedia 8th Pacific Rim conference on Advances in multimedia information processing
A new financial risk management model
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Co-training with relevant random subspaces
Neurocomputing
Support vector-based feature selection using Fisher's linear discriminant and Support Vector Machine
Expert Systems with Applications: An International Journal
Pattern Recognition Letters
Asymmetric semi-supervised boosting for SVM active learning in CBIR
Proceedings of the ACM International Conference on Image and Video Retrieval
Mean shift feature space warping for relevance feedback
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Biologically inspired feature manifold for scene classification
IEEE Transactions on Image Processing
Laplacian regularized D-optimal design for active learning and its application to image retrieval
IEEE Transactions on Image Processing
Similarity Learning for 3D Object Retrieval Using Relevance Feedback and Risk Minimization
International Journal of Computer Vision
An integrated aurora image retrieval system: AuroraEye
Journal of Visual Communication and Image Representation
A blind watermarking scheme using new nontensor product wavelet filter banks
IEEE Transactions on Image Processing
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Signal Processing
GMM based SPECT image classification for the diagnosis of Alzheimer's disease
Applied Soft Computing
Computer aided diagnosis of Alzheimer's disease using component based SVM
Applied Soft Computing
Hessian optimal design for image retrieval
Pattern Recognition
Greedy optimization classifiers ensemble based on diversity
Pattern Recognition
Summarizing tourist destinations by mining user-generated travelogues and photos
Computer Vision and Image Understanding
Video event retrieval from a small number of examples using rough set theory
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part I
Query difficulty guided image retrieval system
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
Contextual Video Recommendation by Multimodal Relevance and User Feedback
ACM Transactions on Information Systems (TOIS)
Relevance feedback strategies for artistic image collections tagging
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
VisionGo: Towards video retrieval with joint exploration of human and computer
Information Sciences: an International Journal
Computers in Biology and Medicine
Multi-label learning approaches for music instrument recognition
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
A review on automatic image annotation techniques
Pattern Recognition
Query by few video examples using rough set theory and partially supervised learning
SAMT'10 Proceedings of the 5th international conference on Semantic and digital media technologies
Feature space warping relevance feedback with transductive learning
ACIVS'11 Proceedings of the 13th international conference on Advanced concepts for intelligent vision systems
Recognition of adult images, videos, and web page bags
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
Action retrieval with relevance feedback on YouTube videos
Proceedings of the Third International Conference on Internet Multimedia Computing and Service
Clustering based bagging algorithm on imbalanced data sets
IUKM'11 Proceedings of the 2011 international conference on Integrated uncertainty in knowledge modelling and decision making
Relevance feedback for real-world human action retrieval
Pattern Recognition Letters
Efficient image matching using weighted voting
Pattern Recognition Letters
Event retrieval in video archives using rough set theory and partially supervised learning
Multimedia Tools and Applications
Image classification by multimodal subspace learning
Pattern Recognition Letters
Visual query processing for efficient image retrieval using a SOM-based filter-refinement scheme
Information Sciences: an International Journal
A semi-supervised feature ranking method with ensemble learning
Pattern Recognition Letters
Biclustering-driven ensemble of Bayesian belief network classifiers for underdetermined problems
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
An eigengene-based classifier committee learning algorithm for tumor classification
ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications
Synthetic pattern generation for imbalanced learning in image retrieval
Pattern Recognition Letters
Active SVM-based relevance feedback using multiple classifiers ensemble and features reweighting
Engineering Applications of Artificial Intelligence
Information Sciences: an International Journal
Cartoon features selection using Diffusion Score
Signal Processing
3D CBIR with sparse coding for image-guided neurosurgery
Signal Processing
Semi-random subspace method for writeprint identification
Neurocomputing
Local discriminative distance metrics ensemble learning
Pattern Recognition
Content-based retrieval of human actions from realistic video databases
Information Sciences: an International Journal
i-Vector with sparse representation classification for speaker verification
Speech Communication
Information Sciences: an International Journal
Robust network traffic identification with unknown applications
Proceedings of the 8th ACM SIGSAC symposium on Information, computer and communications security
Visual saliency detection using information divergence
Pattern Recognition
Using Hilbert scan on statistical color space partitioning
Computers and Electrical Engineering
Facial expression recognition based on Hessian regularized support vector machine
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Sentribute: image sentiment analysis from a mid-level perspective
Proceedings of the Second International Workshop on Issues of Sentiment Discovery and Opinion Mining
Proceedings of the 21st ACM international conference on Multimedia
Multi-view hypergraph learning by patch alignment framework
Neurocomputing
Discovery of extreme events-related communities in contrasting groups of physical system networks
Data Mining and Knowledge Discovery
Target detection based on a dynamic subspace
Pattern Recognition
An improved distance-based relevance feedback strategy for image retrieval
Image and Vision Computing
A survey of multiple classifier systems as hybrid systems
Information Fusion
A MapReduce-based distributed SVM ensemble for scalable image classification and annotation
Computers & Mathematics with Applications
Robust image retrieval with hidden classes
Computer Vision and Image Understanding
Similar handwritten Chinese character recognition by kernel discriminative locality alignment
Pattern Recognition Letters
MIAPS: A web-based system for remotely accessing and presenting medical images
Computer Methods and Programs in Biomedicine
Surveillance video synopsis in the compressed domain for fast video browsing
Journal of Visual Communication and Image Representation
A scalable re-ranking method for content-based image retrieval
Information Sciences: an International Journal
Multimedia Tools and Applications
Hi-index | 0.15 |
Relevance feedback schemes based on support vector machines (SVM) have been widely used in content-based image retrieval (CBIR). However, the performance of SVM-based relevance feedback is often poor when the number of labeled positive feedback samples is small. This is mainly due to three reasons: 1) an SVM classifier is unstable on a small-sized training set, 2) SVM's optimal hyperplane may be biased when the positive feedback samples are much less than the negative feedback samples, and 3) overfitting happens because the number of feature dimensions is much higher than the size of the training set. In this paper, we develop a mechanism to overcome these problems. To address the first two problems, we propose an asymmetric bagging-based SVM (AB-SVM). For the third problem, we combine the random subspace method and SVM for relevance feedback, which is named random subspace SVM (RS-SVM). Finally, by integrating AB-SVM and RS-SVM, an asymmetric bagging and random subspace SVM (ABRS-SVM) is built to solve these three problems and further improve the relevance feedback performance.