Multimedia Systems - Special issue on content-based retrieval
Machine vision
Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
Mean Shift: A Robust Approach Toward Feature Space Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning to Classify Text Using Support Vector Machines: Methods, Theory and Algorithms
Learning to Classify Text Using Support Vector Machines: Methods, Theory and Algorithms
Modeling the Shape of the Scene: A Holistic Representation of the Spatial Envelope
International Journal of Computer Vision
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
Multiple-Instance Learning for Natural Scene Classification
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Features in Content-based Image Retrieval Systems: a Survey
State-of-the-Art in Content-Based Image and Video Retrieval [Dagstuhl Seminar, 5-10 December 1999]
Scene-Centered Description from Spatial Envelope Properties
BMCV '02 Proceedings of the Second International Workshop on Biologically Motivated Computer Vision
Challenges of Image and Video Retrieval
CIVR '02 Proceedings of the International Conference on Image and Video Retrieval
Indoor-Outdoor Image Classification
CAIVD '98 Proceedings of the 1998 International Workshop on Content-Based Access of Image and Video Databases (CAIVD '98)
Content-Based Ima e Orientation Detection with Support Vector Machines
CBAIVL '01 Proceedings of the IEEE Workshop on Content-based Access of Image and Video Libraries (CBAIVL'01)
Configuration based scene classification and image indexing
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Normalized Cuts and Image Segmentation
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Interactive Learning with a "Society of Models"
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Journal of Machine Learning Research
International Journal of Computer Vision - Special Issue on Content-Based Image Retrieval
A psychophysically plausible model for typicality ranking of natural scenes
ACM Transactions on Applied Perception (TAP)
Multiple Bernoulli relevance models for image and video annotation
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
LIBSVM: A library for support vector machines
ACM Transactions on Intelligent Systems and Technology (TIST)
Man-made structure detection in natural images using a causal multiscale random field
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Global semantic classification of scenes using power spectrum templates
IM'99 Proceedings of the 1999 international conference on Challenge of Image Retrieval
Image classification for content-based indexing
IEEE Transactions on Image Processing
A comparison of methods for multiclass support vector machines
IEEE Transactions on Neural Networks
Categorization of natural scenes: local vs. global information
APGV '06 Proceedings of the 3rd symposium on Applied perception in graphics and visualization
Categorization of natural scenes: Local versus global information and the role of color
ACM Transactions on Applied Perception (TAP)
Typicality ranking via semi-supervised multiple-instance learning
Proceedings of the 15th international conference on Multimedia
Combination of accumulated motion and color segmentation for human activity analysis
Journal on Image and Video Processing - Anthropocentric Video Analysis: Tools and 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
Media objects for user-centered similarity matching
Multimedia Tools and Applications
Unsupervised Learning of Saliency Concepts for Natural Image Classification and Retrieval
CIARP '08 Proceedings of the 13th Iberoamerican congress on Pattern Recognition: Progress in Pattern Recognition, Image Analysis and Applications
Semantic Scene Classification for Image Annotation and Retrieval
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Spatial Hierarchy of Textons Distributions for Scene Classification
MMM '09 Proceedings of the 15th International Multimedia Modeling Conference on Advances in Multimedia Modeling
A unified image retrieval framework on local visual and semantic concept-based feature spaces
Journal of Visual Communication and Image Representation
Scene classification using pLSA with visterm spatial location
IMCE '09 Proceedings of the 1st international workshop on Interactive multimedia for consumer electronics
Proceedings of the ACM International Conference on Image and Video Retrieval
Scene Retrieval of Natural Images
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Towards cognitive image fusion
Information Fusion
Structured-image retrieval invariant to rotation, scaling and translation
WSEAS TRANSACTIONS on SYSTEMS
An Approach to the Parameterization of Structure for Fast Categorization
International Journal of Computer Vision
The segmented and annotated IAPR TC-12 benchmark
Computer Vision and Image Understanding
Comparing compact codebooks for visual categorization
Computer Vision and Image Understanding
Learning natural scene categories by selective multi-scale feature extraction
Image and Vision Computing
Semantic modeling of natural scenes based on contextual Bayesian networks
Pattern Recognition
Non-local characterization of scenery images: statistics, 3D reasoning, and a generative model
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
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
Exploiting Textons distributions on spatial hierarchy for scene classification
Journal on Image and Video Processing - Special issue on selected papers from multimedia modeling conference 2009
A relational vector space model using an advanced weighting scheme for image retrieval
Information Processing and Management: an International Journal
An energy-based model for region-labeling
Computer Vision and Image Understanding
Region Contextual Visual Words for scene categorization
Expert Systems with Applications: An International Journal
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Semantics extraction from images
Knowledge-driven multimedia information extraction and ontology evolution
A query expansion framework in image retrieval domain based on local and global analysis
Information Processing and Management: an International Journal
Semantic hierarchies for image annotation: A survey
Pattern Recognition
Multiple region categorization for scenery images
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
Efficient and Effective Visual Codebook Generation Using Additive Kernels
The Journal of Machine Learning Research
Incorporating spatial correlogram into bag-of-features model for scene categorization
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part I
Scene location guide by image-based retrieval
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Modulating Shape Features by Color Attention for Object Recognition
International Journal of Computer Vision
Halfway through the semantic gap: Prosemantic features for image retrieval
Information Sciences: an International Journal
Color CENTRIST: a color descriptor for scene categorization
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Improving Image Classification Using Semantic Attributes
International Journal of Computer Vision
Compact and adaptive spatial pyramids for scene recognition
Image and Vision Computing
Scene classification using a multi-resolution bag-of-features model
Pattern Recognition
Boosting k-NN for Categorization of Natural Scenes
International Journal of Computer Vision
Stel Component Analysis: Joint Segmentation, Modeling and Recognition of Objects Classes
International Journal of Computer Vision
Biologically inspired task oriented gist model for scene classification
Computer Vision and Image Understanding
Learning hybrid part filters for scene recognition
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Learning compact visual attributes for large-scale image classification
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
3D shape analysis for liver-gallbladder anatomical structure retrieval
MICCAI'12 Proceedings of the 4th international conference on Abdominal Imaging: computational and clinical applications
Self organizing natural scene image retrieval
Expert Systems with Applications: An International Journal
Multifeature analysis and semantic context learning for image classification
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Journal of Cognitive Neuroscience
Multi-Level structured image coding on high-dimensional image representation
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
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In this paper, we present a novel image representation that renders it possible to access natural scenes by local semantic description. Our work is motivated by the continuing effort in content-based image retrieval to extract and to model the semantic content of images. The basic idea of the semantic modeling is to classify local image regions into semantic concept classes such as water, rocks, or foliage. Images are represented through the frequency of occurrence of these local concepts. Through extensive experiments, we demonstrate that the image representation is well suited for modeling the semantic content of heterogenous scene categories, and thus for categorization and retrieval.The image representation also allows us to rank natural scenes according to their semantic similarity relative to certain scene categories. Based on human ranking data, we learn a perceptually plausible distance measure that leads to a high correlation between the human and the automatically obtained typicality ranking. This result is especially valuable for content-based image retrieval where the goal is to present retrieval results in descending semantic similarity from the query.