New trends and ideas in visual concept detection: the MIR flickr retrieval evaluation initiative
Proceedings of the international conference on Multimedia information retrieval
Proceedings of the international conference on Multimedia information retrieval
Comparing compact codebooks for visual categorization
Computer Vision and Image Understanding
Diversifying landmark image search results by learning interested views from community photos
Proceedings of the 19th international conference on World wide web
NPAR '10 Proceedings of the 8th International Symposium on Non-Photorealistic Animation and Rendering
Example-based event retrieval in video archive using rough set theory and video ontology
Proceedings of the Tenth International Workshop on Multimedia Data Mining
Today's and tomorrow's retrieval practice in the audiovisual archive
Proceedings of the ACM International Conference on Image and Video Retrieval
Genre-specific semantic video indexing
Proceedings of the ACM International Conference on Image and Video Retrieval
Emotion related structures in large image databases
Proceedings of the ACM International Conference on Image and Video Retrieval
EVEREVIS: event recognizer in video scenes
Proceedings of the International Conference on Advanced Visual Interfaces
Proceedings of the international conference on Multimedia
Semantic video indexing by fusing explicit and implicit context spaces
Proceedings of the international conference on Multimedia
Visual query expansion via incremental hypernetwork models of image and text
PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
The University of Aamsterdam's concept detection system at ImageCLEF 2009
CLEF'09 Proceedings of the 10th international conference on Cross-language evaluation forum: multimedia experiments
CLEF'09 Proceedings of the 10th international conference on Cross-language evaluation forum: multimedia experiments
Extracting structures in image collections for object recognition
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
A multi-descriptor, multi-nearest neighbor approach for image classification
ICIC'10 Proceedings of the 6th international conference on Advanced intelligent computing theories and applications: intelligent computing
Optimizing complex loss functions in structured prediction
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Towards optimal naive bayes nearest neighbor
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
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
Pattern Recognition Letters
One-shot learning of object categories using dependent Gaussian processes
Proceedings of the 32nd DAGM conference on Pattern recognition
Extended papers from NPAR 2010: Stylized ambient displays of digital media collections
Computers and Graphics
The university of surrey visual concept detection system at imageCLEF@ICPR: working notes
ICPR'10 Proceedings of the 20th International conference on Recognizing patterns in signals, speech, images, and videos
PicSOM experiments in ImageCLEF robot vision
ICPR'10 Proceedings of the 20th International conference on Recognizing patterns in signals, speech, images, and videos
Color constancy algorithms for object and face recognition
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
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
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part I
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
MOMI-cosegmentation: simultaneous segmentation of multiple objects among multiple images
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
One-class classification with gaussian processes
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
A hybrid supervised-unsupervised vocabulary generation algorithm for visual concept recognition
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
A Bayesian network modeling approach for cross media analysis
Image Communication
Perception based representations for computational colour
CCIW'11 Proceedings of the Third international conference on Computational color imaging
Color target localization under varying illumination conditions
CCIW'11 Proceedings of the Third international conference on Computational color imaging
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Indexing the signature quadratic form distance for efficient content-based multimedia retrieval
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Hypergraph with sampling for image retrieval
Pattern Recognition
Hierarchical annotation of medical images
Pattern Recognition
Content based detection of popular images in large image databases
SCIA'11 Proceedings of the 17th Scandinavian conference on Image analysis
Real-time detection of landscape scenes
SCIA'11 Proceedings of the 17th Scandinavian conference on Image analysis
Opponent colors for human detection
IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
Object and scene recognition using color descriptors and adaptive color KLT
HCII'11 Proceedings of the 1st international conference on Human interface and the management of information: interacting with information - Volume Part II
Analysing the structure of semantic concepts in visual databases
WSOM'11 Proceedings of the 8th international conference on Advances in self-organizing maps
Analysing the similarity of album art with self-organising maps
WSOM'11 Proceedings of the 8th international conference on Advances in self-organizing maps
Learning sparse features on-line for image classification
ICIAR'11 Proceedings of the 8th international conference on Image analysis and recognition - Volume Part I
Multi-task learning via non-sparse multiple kernel learning
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
Effectiveness of video ontology in query by example approach
AMT'11 Proceedings of the 7th international conference on Active media technology
Person re-identification based on global color context
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume Part I
An appearance-based approach to assistive identity inference using LBP and colour histograms
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume Part I
Color contribution to part-based person detection in different types of scenarios
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part II
Improvements in image categorization using codebook ensembles
Image and Vision Computing
Ensemble multi-instance multi-label learning approach for video annotation task
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Clothes search in consumer photos via color matching and attribute learning
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Ensemble approach based on conditional random field for multi-label image and video annotation
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Modeling multimedia contents through probabilistic feature signatures
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Bag-of-colors for improved image search
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Multi-feature pLSA for combining visual features in image annotation
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Automatic sentence generation from images
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Contextual synonym dictionary for visual object retrieval
MM '11 Proceedings of the 19th ACM international conference on Multimedia
News browsing system: multimodal analysis
MM '11 Proceedings of the 19th ACM international conference on Multimedia
From local features to local regions
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Event detection and scene attraction by very simple contextual cues
J-MRE '11 Proceedings of the 2011 joint ACM workshop on Modeling and representing events
Exploitation of time constraints for (sub-)event recognition
J-MRE '11 Proceedings of the 2011 joint ACM workshop on Modeling and representing events
Trajectories based descriptor for dynamic events annotation
J-MRE '11 Proceedings of the 2011 joint ACM workshop on Modeling and representing events
New color image histogram-based detectors
IVIC'11 Proceedings of the Second international conference on Visual informatics: sustaining research and innovations - Volume Part I
Visual synonyms for landmark image retrieval
Computer Vision and Image Understanding
Discriminative compact pyramids for object and scene recognition
Pattern Recognition
Comparative study of global color and texture descriptors for web image retrieval
Journal of Visual Communication and Image Representation
International Journal of Computer Vision
The Visual Extent of an Object
International Journal of Computer Vision
Computer Vision and Image Understanding
Multilabel classification using heterogeneous ensemble of multi-label classifiers
Pattern Recognition Letters
Robotics and Autonomous Systems
Event retrieval in video archives using rough set theory and partially supervised learning
Multimedia Tools and Applications
Color-Aware local spatiotemporal features for action recognition
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Leveraging social media for scalable object detection
Pattern Recognition
Multi-instance methods for partially supervised image segmentation
PSL'11 Proceedings of the First IAPR TC3 conference on Partially Supervised Learning
Clipboard: a visual search and browsing engine for tablet and PC
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Ranking content-based social images search results with social tags
AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
Modulating Shape Features by Color Attention for Object Recognition
International Journal of Computer Vision
Rushes video summarization based on spatio-temporal features
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Re-ranking by multi-modal relevance feedback for content-based social image retrieval
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
Supervised learning of Gaussian mixture models for visual vocabulary generation
Pattern Recognition
Object Recognition by Sequential Figure-Ground Ranking
International Journal of Computer Vision
Fusing concept detection and geo context for visual search
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Multi-modal region selection approach for training object detectors
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
All vehicles are cars: subclass preferences in container concepts
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Cross-modal categorisation of user-generated video sequences
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Color CENTRIST: a color descriptor for scene categorization
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
A visual approach for video geocoding using bag-of-scenes
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Assistive tagging: A survey of multimedia tagging with human-computer joint exploration
ACM Computing Surveys (CSUR)
Scalable misbehavior detection in online video chat services
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
On Taxonomies for Multi-class Image Categorization
International Journal of Computer Vision
Compact and adaptive spatial pyramids for scene recognition
Image and Vision Computing
MIFT: A framework for feature descriptors to be mirror reflection invariant
Image and Vision Computing
Evaluating a color-based active basis model for object recognition
Computer Vision and Image Understanding
In-video product annotation with web information mining
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Proceedings of the 2012 international workshop on Socially-aware multimedia
A multimedia analytics framework for browsing image collections in digital forensics
Proceedings of the 20th ACM international conference on Multimedia
Proceedings of the 20th ACM international conference on Multimedia
Knowledge adaptation for ad hoc multimedia event detection with few exemplars
Proceedings of the 20th ACM international conference on Multimedia
Proceedings of the 20th ACM international conference on Multimedia
Multi-spectral saliency detection
Pattern Recognition Letters
Spreading algorithm for efficient vegetation detection in cluttered outdoor environments
Robotics and Autonomous Systems
A hybrid local feature for face recognition
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Multi-channel shape-flow kernel descriptors for robust video event detection and retrieval
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
A new biologically inspired color image descriptor
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Per-patch descriptor selection using surface and scene properties
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Multi-component models for object detection
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Image labeling on a network: using social-network metadata for image classification
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
A selective weighted late fusion for visual concept recognition
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Semantic image segmentation using visible and near-infrared channels
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume 2
A segmentation-free method for image classification based on pixel-wise matching
Journal of Computer and System Sciences
Visual categorization based on learning contextual probabilistic latent component tree
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part I
Salient object detection: From pixels to segments
Image and Vision Computing
Track based relevance feedback for tracing persons in surveillance videos
Computer Vision and Image Understanding
Color invariant SURF in discriminative object tracking
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part II
Accelerating visual categorization with the GPU
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part II
Patch-Based bag of features for face recognition in videos
CCBR'12 Proceedings of the 7th Chinese conference on Biometric Recognition
Multimedia event detection using segment-based approach for motion feature
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Active learning for transferrable object classification in cross-view traffic scene surveillance
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Constructing and Utilizing Video Ontology for Accurate and Fast Retrieval
International Journal of Multimedia Data Engineering & Management
Bag---of---Colors for biomedical document image classification
MCBR-CDS'12 Proceedings of the Third MICCAI international conference on Medical Content-Based Retrieval for Clinical Decision Support
Enhanced representation and multi-task learning for image annotation
Computer Vision and Image Understanding
Computer Vision and Image Understanding
Pooling in image representation: The visual codeword point of view
Computer Vision and Image Understanding
Fusing color and shape for bag-of-words based object recognition
CCIW'13 Proceedings of the 4th international conference on Computational Color Imaging
Content-Based re-ranking of text-based image search results
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Signature matching distance for content-based image retrieval
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Large-scale visual concept detection with explicit kernel maps and power mean SVM
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Searching informative concept banks for video event detection
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Multi-annulus partition based image representation for image classification
International Journal of Sensor Networks
Color invariant feature matching for image geometric correction
Proceedings of the 6th International Conference on Computer Vision / Computer Graphics Collaboration Techniques and Applications
Domain-specific image geocoding: a case study on Virginia tech building photos
Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
A performance evaluation of gradient field HOG descriptor for sketch based image retrieval
Computer Vision and Image Understanding
Human reidentification with transferred metric learning
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
The pooled NBNN kernel: beyond image-to-class and image-to-image
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
q-Gaussian mixture models based on non-extensive statistics for image and video semantic indexing
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Colour descriptors for tracking in spatial augmented reality
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Classifying images at scene level: comparing global and local descriptors
AMR'11 Proceedings of the 9th international conference on Adaptive Multimedia Retrieval: large-scale multimedia retrieval and evaluation
SIFT on manifold: An intrinsic description
Neurocomputing
The combination of differential evolution and color attention for object recognition
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Picture tags and world knowledge: learning tag relations from visual semantic sources
Proceedings of the 21st ACM international conference on Multimedia
Classifying tag relevance with relevant positive and negative examples
Proceedings of the 21st ACM international conference on Multimedia
Using tagged images of low visual ambiguity to boost the learning efficiency of object detectors
Proceedings of the 21st ACM international conference on Multimedia
LIRE: open source image retrieval in Java
Proceedings of the 21st ACM international conference on Multimedia
A heterogenous automatic feedback semi-supervised method for image reranking
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Towards a comprehensive computational model foraesthetic assessment of videos
Proceedings of the 21st ACM international conference on Multimedia
Selective Search for Object Recognition
International Journal of Computer Vision
One-class classification with Gaussian processes
Pattern Recognition
A unified framework for multimodal retrieval
Pattern Recognition
Object class detection: A survey
ACM Computing Surveys (CSUR)
A novel background subtraction method based on color invariants
Computer Vision and Image Understanding
Laplacian affine sparse coding with tilt and orientation consistency for image classification
Journal of Visual Communication and Image Representation
A comparative study on mobile visual recognition
MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition
Spatio-temporal layout of human actions for improved bag-of-words action detection
Pattern Recognition Letters
Multi-modal image annotation with multi-instance multi-label LDA
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Visual word spatial arrangement for image retrieval and classification
Pattern Recognition
Pattern Recognition Letters
A mobile, lightweight, poll-based food identification system
Pattern Recognition
Rotation and flipping robust region binary patterns for video copy detection
Journal of Visual Communication and Image Representation
Evaluating multimedia features and fusion for example-based event detection
Machine Vision and Applications
E-LAMP: integration of innovative ideas for multimedia event detection
Machine Vision and Applications
Machine Vision and Applications
Multimedia event detection with multimodal feature fusion and temporal concept localization
Machine Vision and Applications
Multimedia Event Detection Using Segment-Based Approach for Motion Feature
Journal of Signal Processing Systems
New color GPHOG descriptors for object and scene image classification
Machine Vision and Applications
Branch&Rank for Efficient Object Detection
International Journal of Computer Vision
Probabilistic Joint Image Segmentation and Labeling by Figure-Ground Composition
International Journal of Computer Vision
Image and Vision Computing
A Multi-View Embedding Space for Modeling Internet Images, Tags, and Their Semantics
International Journal of Computer Vision
Coloring Action Recognition in Still Images
International Journal of Computer Vision
Image Classification with the Fisher Vector: Theory and Practice
International Journal of Computer Vision
Color boosted visual saliency detection and its application to image classification
Multimedia Tools and Applications
ReigSAC: fast discrimination of spurious keypoint correspondences on planar surfaces
Machine Vision and Applications
Hi-index | 0.14 |
Image category recognition is important to access visual information on the level of objects and scene types. So far, intensity-based descriptors have been widely used for feature extraction at salient points. To increase illumination invariance and discriminative power, color descriptors have been proposed. Because many different descriptors exist, a structured overview is required of color invariant descriptors in the context of image category recognition. Therefore, this paper studies the invariance properties and the distinctiveness of color descriptors (software to compute the color descriptors from this paper is available from http://www.colordescriptors.com) in a structured way. The analytical invariance properties of color descriptors are explored, using a taxonomy based on invariance properties with respect to photometric transformations, and tested experimentally using a data set with known illumination conditions. In addition, the distinctiveness of color descriptors is assessed experimentally using two benchmarks, one from the image domain and one from the video domain. From the theoretical and experimental results, it can be derived that invariance to light intensity changes and light color changes affects category recognition. The results further reveal that, for light intensity shifts, the usefulness of invariance is category-specific. Overall, when choosing a single descriptor and no prior knowledge about the data set and object and scene categories is available, the OpponentSIFT is recommended. Furthermore, a combined set of color descriptors outperforms intensity-based SIFT and improves category recognition by 8 percent on the PASCAL VOC 2007 and by 7 percent on the Mediamill Challenge.