Image Mining: Trends and Developments
Journal of Intelligent Information Systems
Mining Multimedia Subjective Feedback
Journal of Intelligent Information Systems
Recognizing Indoor Images with Unsupervised Segmentation and Graph Matching
IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence
Content-Based Classification of Digital Photos
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Mining viewpoint patterns in image databases
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Content-based image retrieval by clustering
MIR '03 Proceedings of the 5th ACM SIGMM international workshop on Multimedia information retrieval
Representation of images for classification with independent features
Pattern Recognition Letters
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Image Categorization by Learning and Reasoning with Regions
The Journal of Machine Learning Research
Multi-level annotation of natural scenes using dominant image components and semantic concepts
Proceedings of the 12th annual ACM international conference on Multimedia
Using dual cascading learning frameworks for image indexing
VIP '05 Proceedings of the Pan-Sydney area workshop on Visual information processing
Automated rich presentation of a semantic topic
Proceedings of the 13th annual ACM international conference on Multimedia
Semantic image classification with hierarchical feature subset selection
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
A mutual semantic endorsement approach to image retrieval and context provision
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Content-based image retrieval: approaches and trends of the new age
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Qualitative evaluation of automatic assignment of keywords to images
Information Processing and Management: an International Journal - Special issue: Formal methods for information retrieval
Categorization of natural scenes: local vs. global information
APGV '06 Proceedings of the 3rd symposium on Applied perception in graphics and visualization
Comparing images with distance functions based on attribute interaction
Proceedings of the 2006 ACM symposium on Applied computing
CLAIRE: A modular support vector image indexing and classification system
ACM Transactions on Information Systems (TOIS)
Semantics-sensitive image retrieval: an information fusion approach
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Automatic function selection for large scale salient object detection
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
A psychophysically plausible model for typicality ranking of natural scenes
ACM Transactions on Applied Perception (TAP)
Semantic Modeling of Natural Scenes for Content-Based Image Retrieval
International Journal of Computer Vision
Incorporating multiple SVMs for automatic image annotation
Pattern Recognition
A survey of content-based image retrieval with high-level semantics
Pattern Recognition
Segmentation and description of natural outdoor scenes
Image and Vision Computing
Robust model-based scene interpretation by multilayered context information
Computer Vision and Image Understanding
Review: Which is the best way to organize/classify images by content?
Image and Vision Computing
A neural network based CBIR system using STI features and relevance feedback
Intelligent Data Analysis
A fast and effective method to find correlations among attributes in databases
Data Mining and Knowledge Discovery
Categorization of natural scenes: Local versus global information and the role of color
ACM Transactions on Applied Perception (TAP)
Multi-level local descriptor quantization for bag-of-visterms image representation
Proceedings of the 6th ACM international conference on Image and video retrieval
Information-theoretic semantic multimedia indexing
Proceedings of the 6th ACM international conference on Image and video retrieval
Discovering recurrent image semantics from class discrimination
EURASIP Journal on Applied Signal Processing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Features for image retrieval: an experimental comparison
Information Retrieval
A pornographic web page detecting method based on SVM model using text and image features
International Journal of Internet Protocol Technology
A new approach for interactive semantic image retrieval using the high level semantics
Proceedings of the 2008 ACM symposium on Applied computing
Diffusion maps-based image clustering
Proceedings of the 2006 international workshop on Research issues in digital libraries
Relevance feedback for image retrieval in structured multi-feature spaces
MobiMedia '06 Proceedings of the 2nd international conference on Mobile multimedia communications
Journal of High Speed Networks - Broadband Multimedia Sensor Networks in Healthcare Applications
Scene modeling in global-local view for scene classification
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
MyPlaces: detecting important settings in a visual diary
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Continuous visual vocabulary modelsfor pLSA-based scene recognition
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
A knowledge based approach for a fast image retrieval system
Image and Vision Computing
A survey of methods for image annotation
Journal of Visual Languages and Computing
An image based interactive digital library of mechanical engineering objects
AIKED'08 Proceedings of the 7th WSEAS International Conference on Artificial intelligence, knowledge engineering and data bases
Automatic Image Annotation Using a Visual Dictionary Based on Reliable Image Segmentation
Adaptive Multimedial Retrieval: Retrieval, User, and Semantics
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Sparse Multiscale Patches (SMP) for Image Categorization
MMM '09 Proceedings of the 15th International Multimedia Modeling Conference on Advances in Multimedia Modeling
Video encoding and transcoding using machine learning
Proceedings of the 9th International Workshop on Multimedia Data Mining: held in conjunction with the ACM SIGKDD 2008
Image and Vision Computing
Semantic analysis of real-world images using support vector machine
Expert Systems with Applications: An International Journal
Proceedings of the 7th International Conference on Mobile and Ubiquitous Multimedia
MAMECTIS'08 Proceedings of the 10th WSEAS international conference on Mathematical methods, computational techniques and intelligent systems
Foundations and Trends in Information Retrieval
A unified image retrieval framework on local visual and semantic concept-based feature spaces
Journal of Visual Communication and Image Representation
Learning consumer photo categories for semantic retrieval
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Unsupervised Clustering of Clickthrough Data for Automatic Annotation of Multimedia Content
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
An Empirical Exploration of a Definition of Creative Novelty for Generative Art
ACAL '09 Proceedings of the 4th Australian Conference on Artificial Life: Borrowing from Biology
A Simulated User Study of Image Browsing Using High-Level Classification
SAMT '09 Proceedings of the 4th International Conference on Semantic and Digital Media Technologies: Semantic Multimedia
On the Coöperative Creation of Multimedia Meaning
SAMT '09 Proceedings of the 4th International Conference on Semantic and Digital Media Technologies: Semantic Multimedia
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
IEEE Transactions on Circuits and Systems for Video Technology
Violent web images classification based on MPEG7 color descriptors
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Applying pLSA to region-based image categorization with soft vector quantization
Proceedings of the First International Conference on Internet Multimedia Computing and Service
Statistical modeling and conceptualization of natural images
Pattern Recognition
Indoor vs. outdoor scene classification in digital photographs
Pattern Recognition
Learning natural scene categories by selective multi-scale feature extraction
Image and Vision Computing
Central object extraction for object-based image retrieval
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Fast video retrieval under sparse training data
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
A knowledge synthesizing approach for classification of visual information
VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
Model-based subspace clustering of non-Gaussian data
Neurocomputing
The bidirectional inference calculation model of multimedia image semantics perception
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5
DisIClass: discriminative frequent pattern-based image classification
Proceedings of the Tenth International Workshop on Multimedia Data Mining
Genre-specific semantic video indexing
Proceedings of the ACM International Conference on Image and Video Retrieval
Image retrieval based on bag of images
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
An information-theoretic framework for semantic-multimedia retrieval
ACM Transactions on Information Systems (TOIS)
Discrete visual features modeling via leave-one-out likelihood estimation and applications
Journal of Visual Communication and Image Representation
Adaptive color feature extraction based on image color distributions
IEEE Transactions on Image Processing
Semantic modeling of natural scenes based on contextual Bayesian networks
Pattern Recognition
Topic models for image annotation and text illustration
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
How many words is a picture worth? Automatic caption generation for news images
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
IPSILON: incremental parsing for semantic indexing of latent concepts
IEEE Transactions on Image Processing
A Novel Method for Efficient Indoor---Outdoor Image Classification
Journal of Signal Processing Systems
Region of interest based image categorization
DaWaK'10 Proceedings of the 12th international conference on Data warehousing and knowledge discovery
Weighted symbols-based edit distance for string-structured image classification
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
Scalable discriminant feature selection for image retrieval and recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Speed up image annotation based on LVQ technique with affinity propagation algorithm
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Psychophysical evaluation for a qualitative semantic image categorisation and retrieval approach
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part III
Prosemantic features for content-based image retrieval
AMR'09 Proceedings of the 7th international conference on Adaptive multimedia retrieval: understanding media and adapting to the user
MultiWaveMed: a system for medical image retrieval through wavelets transformations
CBMS'03 Proceedings of the 16th IEEE conference on Computer-based medical systems
Development and evaluation of a multifaceted magazine image categorization model
Journal of the American Society for Information Science and Technology
Online learning for PLSA-based visual recognition
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
Research on automatic classification technology of web image based on fuzzy pattern recognition
MUSP'06 Proceedings of the 6th WSEAS international conference on Multimedia systems & signal processing
Semantic context inference in multimedia search
The future internet
Effective term weighting in ALT text prediction for web image retrieval
APWeb'11 Proceedings of the 13th Asia-Pacific web conference on Web technologies and applications
Semantics extraction from images
Knowledge-driven multimedia information extraction and ontology evolution
Real-time detection of landscape scenes
SCIA'11 Proceedings of the 17th Scandinavian conference on Image analysis
A review on automatic image annotation techniques
Pattern Recognition
Exploiting depth information for indoor-outdoor scene classification
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing - Volume Part II
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part III
A hierarchical latent topic model based on sparse coding
Neurocomputing
Image clustering using multimodal keywords
SAMT'06 Proceedings of the First international conference on Semantic and Digital Media Technologies
Automatic band selection in multispectral images using mutual information-based clustering
CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications
Semantic-based cross-media image retrieval
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
A benchmark for indoor/outdoor scene classification
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
A structured learning approach to semantic photo indexing and query
AIRS'05 Proceedings of the Second Asia conference on Asia Information Retrieval Technology
Natural / man-made object classification based on gabor characteristics
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
On object classification: artificial vs. natural
ICIAR'05 Proceedings of the Second international conference on Image Analysis and Recognition
A novel object categorization model with implicit local spatial relationship
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
Logistic regression of generic codebooks for semantic image retrieval
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Natural scene image modeling using color and texture visterms
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Perceptual distance functions for similarity retrieval of medical images
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Content-Based classification of images using centroid neural network with divergence measure
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
Image classification for digital archive management
ICADL'05 Proceedings of the 8th international conference on Asian Digital Libraries: implementing strategies and sharing experiences
Using relevance feedback to bridge the semantic gap
AMR'05 Proceedings of the Third international conference on Adaptive Multimedia Retrieval: user, context, and feedback
Constructing visual models with a latent space approach
SLSFS'05 Proceedings of the 2005 international conference on Subspace, Latent Structure and Feature Selection
Web image annotation using an effective term weighting
CICLing'12 Proceedings of the 13th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part II
Halfway through the semantic gap: Prosemantic features for image retrieval
Information Sciences: an International Journal
The effectiveness of image features based on fractal image coding for image annotation
Expert Systems with Applications: An International Journal
Compact and adaptive spatial pyramids for scene recognition
Image and Vision Computing
Content-based image retrieval using color difference histogram
Pattern Recognition
Detection of photos from the same event captured by distinct cameras
Proceedings of the 18th Brazilian symposium on Multimedia and the web
Biologically inspired task oriented gist model for scene classification
Computer Vision and Image Understanding
Proceedings of the 27th Conference on Image and Vision Computing New Zealand
A Probabilistic SVM Approach to Annotation of Calcification Mammograms
International Journal of Digital Library Systems
A parts-based approach for automatic 3D shape categorization using belief functions
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on agent communication, trust in multiagent systems, intelligent tutoring and coaching systems
Detecting friday night party photos: semantics for tag recommendation
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
NoteVideo: facilitating navigation of blackboard-style lecture videos
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Structural image retrieval using automatic image annotation and region based inverted file
Journal of Visual Communication and Image Representation
Robust image retrieval with hidden classes
Computer Vision and Image Understanding
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Grouping images into (semantically) meaningful categories using low-level visual features is a challenging and important problem in content-based image retrieval. Using binary Bayesian classifiers, we attempt to capture high-level concepts from low-level image features under the constraint that the test image does belong to one of the classes. Specifically, we consider the hierarchical classification of vacation images; at the highest level, images are classified as indoor or outdoor; outdoor images are further classified as city or landscape; finally, a subset of landscape images is classified into sunset, forest, and mountain classes. We demonstrate that a small vector quantizer (whose optimal size is selected using a modified MDL criterion) can be used to model the class-conditional densities of the features, required by the Bayesian methodology. The classifiers have been designed and evaluated on a database of 6931 vacation photographs. Our system achieved a classification accuracy of 90.5% for indoor/outdoor, 95.3% for city/landscape, 96.6% for sunset/forest and mountain, and 96% for forest/mountain classification problems. We further develop a learning method to incrementally train the classifiers as additional data become available. We also show preliminary results for feature reduction using clustering techniques. Our goal is to combine multiple two-class classifiers into a single hierarchical classifier