ICML '06 Proceedings of the 23rd international conference on Machine learning
MILES: Multiple-Instance Learning via Embedded Instance Selection
IEEE Transactions on Pattern Analysis and Machine Intelligence
International Journal of Computer Vision
Review: Which is the best way to organize/classify images by content?
Image and Vision Computing
The Pyramid Match Kernel: Efficient Learning with Sets of Features
The Journal of Machine Learning Research
Efficient topic-based unsupervised name disambiguation
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
Image retrieval on large-scale image databases
Proceedings of the 6th ACM international conference on Image and video retrieval
Multi-level local descriptor quantization for bag-of-visterms image representation
Proceedings of the 6th ACM international conference on Image and video retrieval
Matching ottoman words: an image retrieval approach to historical document indexing
Proceedings of the 6th ACM international conference on Image and video retrieval
Image classification using tensor representation
Proceedings of the 15th international conference on Multimedia
Foundations and Trends® in Computer Graphics and Vision
Generic object recognition with regional statistical models and layer joint boosting
Pattern Recognition Letters
Modeling Semantic Aspects for Cross-Media Image Indexing
IEEE Transactions on Pattern Analysis and Machine Intelligence
LabelMe: A Database and Web-Based Tool for Image Annotation
International Journal of Computer Vision
Learning to Recognize Objects with Little Supervision
International Journal of Computer Vision
Describing Visual Scenes Using Transformed Objects and Parts
International Journal of Computer Vision
Unsupervised texture classification: Automatically discover and classify texture patterns
Image and Vision Computing
Making colors worth more than a thousand words
Proceedings of the 2008 ACM symposium on Applied computing
Object recognition and segmentation in videos by connecting heterogeneous visual features
Computer Vision and Image Understanding
Unsupervised Learning of Human Action Categories Using Spatial-Temporal Words
International Journal of Computer Vision
Patch-based image classification through conditional random field model
Proceedings of the 3rd international conference on Mobile multimedia communications
Identifying relevant frames in weakly labeled videos for training concept detectors
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Language modeling for bag-of-visual words image categorization
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
Semantic image classification using statistical local spatial relations model
Multimedia Tools and Applications
Boosting with incomplete information
Proceedings of the 25th international conference on Machine learning
Learning an Alphabet of Shape and Appearance for Multi-Class Object Detection
International Journal of Computer Vision
Comparing Local Feature Descriptors in pLSA-Based Image Models
Proceedings of the 30th DAGM symposium on Pattern Recognition
Latent dirichlet allocation in web spam filtering
AIRWeb '08 Proceedings of the 4th international workshop on Adversarial information retrieval on the web
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Categorizing bi-object video activities using bag of segments and causality features
VNBA '08 Proceedings of the 1st ACM workshop on Vision networks for behavior analysis
Some Objects Are More Equal Than Others: Measuring and Predicting Importance
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Contour Based Multi-object Classification Technology
ICIRA '08 Proceedings of the First International Conference on Intelligent Robotics and Applications: Part I
3D Object Recognition Using Hyper-Graphs and Ranked Local Invariant Features
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
3D Object Modeling and Segmentation Based on Edge-Point Matching with Local Descriptors
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing
An Integrated Method for Multiple Object Detection and Localization
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
Improving Recognition through Object Sub-categorization
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
Video retrieval based on object discovery
Computer Vision and Image Understanding
A New Multiple Kernel Approach for Visual Concept Learning
MMM '09 Proceedings of the 15th International Multimedia Modeling Conference on Advances in Multimedia Modeling
Can Geotags Help Image Recognition?
PSIVT '09 Proceedings of the 3rd Pacific Rim Symposium on Advances in Image and Video Technology
Recognizing Multiple Objects via Regression Incorporating the Co-occurrence of Categories
PSIVT '09 Proceedings of the 3rd Pacific Rim Symposium on Advances in Image and Video Technology
Region-based image retrieval using color-size features of watershed regions
Journal of Visual Communication and Image Representation
Seeing the Objects Behind the Dots: Recognition in Videos from a Moving Camera
International Journal of Computer Vision
Improving object detection with boosted histograms
Image and Vision Computing
Latent mixture vocabularies for object categorization and segmentation
Image and Vision Computing
Histogram of oriented rectangles: A new pose descriptor for human action recognition
Image and Vision Computing
Regional category parsing in undirected graphical models
Pattern Recognition Letters
Unsupervised modeling of objects and their hierarchical contextual interactions
Journal on Image and Video Processing - Special issue on patches in vision
Contextual classification of image patches with latent aspect models
Journal on Image and Video Processing - Special issue on patches in vision
Multi-view Object Detection Based on Spatial Consistency in a Low Dimensional Space
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Foreground Focus: Unsupervised Learning from Partially Matching Images
International Journal of Computer Vision
Latent Dirichlet Allocation for Automatic Document Categorization
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Unsupervised categorization (filtering) of Google images based on visual consistency
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Sparse B-spline polynomial descriptors for human activity recognition
Image and Vision Computing
A new compositional technique for hand posture recognition
ICCOMP'09 Proceedings of the WSEAES 13th international conference on Computers
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
Tagging and retrieving images with co-occurrence models: from corel to flickr
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Visual ContextRank for web image re-ranking
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Foundations and Trends in Robotics
Places clustering of full-length film key-framesusing latent aspect modeling over SIFT matches
IEEE Transactions on Circuits and Systems for Video Technology
IEEE Transactions on Multimedia - Special issue on integration of context and content
Scale-invariant visual language modeling for object categorization
IEEE Transactions on Multimedia - Special issue on integration of context and content
Robust and efficient feature tracking for indoor navigation
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Learning color names for real-world applications
IEEE Transactions on Image Processing
Automatic fruit and vegetable classification from images
Computers and Electronics in Agriculture
Relational indexing of vectorial primitives for symbol spotting in line-drawing images
Pattern Recognition Letters
A Bag of Features Approach for 3D Shape Retrieval
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part I
Efficient Hypothesis Generation through Sub-categorization for Multiple Object Detection
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
Structural Context for Object Categorization
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Visual word pairs for automatic image annotation
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Leveraging social media for training object detectors
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Unsupervised object of interest discovery in multi-view video sequence
ICACT'09 Proceedings of the 11th international conference on Advanced Communication Technology - Volume 3
Bayesian surprise and landmark detection
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
A Study of Parts-Based Object Class Detection Using Complete Graphs
International Journal of Computer Vision
A compositional technique for hand posture recognition: new results
WSEAS TRANSACTIONS on COMMUNICATIONS
Statistical Methods and Models for Video-Based Tracking, Modeling, and Recognition
Foundations and Trends in Signal Processing
Region-based automatic web image selection
Proceedings of the international conference on Multimedia information retrieval
OPTIMOL: Automatic Online Picture Collection via Incremental Model Learning
International Journal of Computer Vision
Unsupervised Object Discovery: A Comparison
International Journal of Computer Vision
A Hierarchical and Contextual Model for Aerial Image Parsing
International Journal of Computer Vision
Learning natural scene categories by selective multi-scale feature extraction
Image and Vision Computing
Image classification using marginalized kernels for graphs
GbRPR'07 Proceedings of the 6th IAPR-TC-15 international conference on Graph-based representations in pattern recognition
Tutor-based learning of visual categories using different levels of supervision
Computer Vision and Image Understanding
AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
Unsupervised identification of multiple objects of interest from multiple images: dISCOVER
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Scene context modeling for foreground detection from a scene in remote monitoring
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part II
Kernel fusion for image classification using fuzzy structural information
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part II
Where are focused places of a photo?
VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
Semi-latent Dirichlet allocation: a hierarchical model for human action recognition
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Selecting local region descriptors with a genetic algorithm for real-world place recognition
Evo'08 Proceedings of the 2008 conference on Applications of evolutionary computing
Embedding spatial information into image content description for scene retrieval
Pattern Recognition
A spatially aware generative model for image classification, topic discovery and segmentation
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Action categorization by structural probabilistic latent semantic analysis
Computer Vision and Image Understanding
A bottom-up and top-down model for cell segmentation using multispectral data
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Semantics-preserving bag-of-words models and applications
IEEE Transactions on Image Processing
IPSILON: incremental parsing for semantic indexing of latent concepts
IEEE Transactions on Image Processing
Per-sample multiple kernel approach for visual concept learning
Journal on Image and Video Processing - Special issue on selected papers from multimedia modeling conference 2009
Fusing semantic aspects for image annotation and retrieval
Journal of Visual Communication and Image Representation
Vicept: link visual features to concepts for large-scale image understanding
Proceedings of the international conference on Multimedia
Unsupervised object category discovery via information bottleneck method
Proceedings of the international conference on Multimedia
Discriminative space-time voting for joint recognition and localization of actions.
Proceedings of the 2nd international workshop on Social signal processing
Automatic attribute discovery and characterization from noisy web data
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Building compact local pairwise codebook with joint feature space clustering
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Part-based feature synthesis for human detection
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Spatial statistics of visual keypoints for texture recognition
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Attribute-based transfer learning for object categorization with zero/one training example
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Image classification using super-vector coding of local image descriptors
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Voting by grouping dependent parts
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Image segmentation with topic random field
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Object recognition with hierarchical stel models
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Figure-ground image segmentation helps weakly-supervised learning of objects
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Large scale visual classification via learned dictionaries and sparse representation
AICI'10 Proceedings of the 2010 international conference on Artificial intelligence and computational intelligence: Part I
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
Bivariate feature localization for SIFT assuming a Gaussian feature shape
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
Probabilistic learning of visual object composition from attended segments
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part II
Regularized semi-supervised latent dirichlet allocation for visual concept learning
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part I
Online learning for PLSA-based visual recognition
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
Identifying surprising events in videos using bayesian topic models
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
On feature combination and multiple kernel learning for object tracking
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
On the use of implicit shape models for recognition of object categories in 3D data
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Reducing ambiguity in object recognition using relational information
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
Online probabilistic topological mapping
International Journal of Robotics Research
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Event detection with spatial latent Dirichlet allocation
Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries
Visual words on baggage X-ray images
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
Unsupervised feature selection and category formation for generic object recognition
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
Spectral clustering of ROIs for object discovery
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
Advanced Engineering Informatics
Combined 2D-3D categorization and classification for multimodal perception systems
International Journal of Robotics Research
Hybrid generative-discriminative nucleus classification of renal cell carcinoma
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
Regionwise classification of building facade images
PIA'11 Proceedings of the 2011 ISPRS conference on Photogrammetric image analysis
A hierarchical latent topic model based on sparse coding
Neurocomputing
Low-dimensional and comprehensive color texture description
Computer Vision and Image Understanding
Towards unsupervised discovery of visual categories
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Learning of graphical models and efficient inference for object class recognition
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
On the use of topic models for word completion
FinTAL'06 Proceedings of the 5th international conference on Advances in Natural Language Processing
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
Sorting unorganized photo sets for urban reconstruction
Graphical Models
Learning semantic features for action recognition via diffusion maps
Computer Vision and Image Understanding
Integrating local action elements for action analysis
Computer Vision and Image Understanding
A robust approach for object recognition
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Incremental visual objects clustering with the growing vocabulary tree
Multimedia Tools and Applications
Accurate Object Recognition with Shape Masks
International Journal of Computer Vision
International Journal of Computer Vision
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
A boundary-fragment-model for object detection
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Single-Histogram class models for image segmentation
ICVGIP'06 Proceedings of the 5th Indian conference on Computer Vision, Graphics and Image Processing
Object localization by subspace clustering of local descriptors
ICVGIP'06 Proceedings of the 5th Indian conference on Computer Vision, Graphics and Image Processing
Encoding spatial arrangement of visual words
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Semantic parsing of street scenes from video
International Journal of Robotics Research
Leveraging social media for scalable object detection
Pattern Recognition
Efficient storage and decoding of SURF feature points
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Improving performance of topic models by variable grouping
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
3D Scene interpretation by combining probability theory and logic: The tower of knowledge
Computer Vision and Image Understanding
Probabilistic semantic component descriptor
Multimedia Tools and Applications
Multi-modal region selection approach for training object detectors
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Improving Image Classification Using Semantic Attributes
International Journal of Computer Vision
Incorporating shape into spatially-aware adaptive object segmentation algorithm
Proceedings of the Fifth International C* Conference on Computer Science and Software Engineering
Spatial-Based feature for locating objects
ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications
Semi-supervised vehicle recognition: an approximate region constrained approach
RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
Stel Component Analysis: Joint Segmentation, Modeling and Recognition of Objects Classes
International Journal of Computer Vision
Human motion retrieval using topic model
Computer Animation and Virtual Worlds
Randomized spatial partition for scene recognition
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Ensemble partitioning for unsupervised image categorization
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
"Clustering by composition": unsupervised discovery of image categories
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
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
An improved method of action recognition based on sparse spatio-temporal features
AIMSA'12 Proceedings of the 15th international conference on Artificial Intelligence: methodology, systems, and applications
Are buildings only instances?: exploration in architectural style categories
Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
Latent Dirichlet allocation for image segmentation and source finding in radio astronomy images
Proceedings of the 27th Conference on Image and Vision Computing New Zealand
Beyond Independence: An Extension of the A Contrario Decision Procedure
International Journal of Computer Vision
Learning hierarchical bag of words using naive bayes clustering
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Image upscaling using multiple dictionaries of natural image patches
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Proceedings of the 22nd international conference on World Wide Web
Biomedical time series clustering based on non-negative sparse coding and probabilistic topic model
Computer Methods and Programs in Biomedicine
Indoor scene recognition by a mobile robot through adaptive object detection
Robotics and Autonomous Systems
Object class detection: A survey
ACM Computing Surveys (CSUR)
Aesthetic capital: what makes london look beautiful, quiet, and happy?
Proceedings of the 17th ACM conference on Computer supported cooperative work & social computing
The multi-feature information bottleneck with application to unsupervised image categorization
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Learning group-based dictionaries for discriminative image representation
Pattern Recognition
Visual word spatial arrangement for image retrieval and classification
Pattern Recognition
The Visual Computer: International Journal of Computer Graphics
Image categorization using a semantic hierarchy model with sparse set of salient regions
Frontiers of Computer Science: Selected Publications from Chinese Universities
International Journal of Computer Vision
Hi-index | 0.00 |
We seek to discover the object categories depicted in a set of unlabelled images. We achieve this using a model developed in the statistical text literature: probabilistic Latent Semantic Analysis (pLSA). In text analysis this is used to discover topics in a corpus using the bag-of-words document representation. Here we treat object categories as topics, so that an image containing instances of several categories is modeled as a mixture of topics. The model is applied to images by using a visual analogue of a word, formed by vector quantizing SIFT-like region descriptors. The topic discovery approach successfully translates to the visual domain: for a small set of objects, we show that both the object categories and their approximate spatial layout are found without supervision. Performance of this unsupervised method is compared to the supervised approach of Fergus et al. [8] on a set of unseen images containing only one object per image. We also extend the bag-of-words vocabulary to include 驴doublets驴 which encode spatially local co-occurring regions. It is demonstrated that this extended vocabulary gives a cleaner image segmentation. Finally, theclassification and segmentation methods are applied to a set of images containing multiple objects per image. These results demonstrate that we can successfully build object class models from an unsupervised analysis of images.