Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
A Taxonomy and Evaluation of Dense Two-Frame Stereo Correspondence Algorithms
International Journal of Computer Vision
Contextual Priming for Object Detection
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
Video Google: A Text Retrieval Approach to Object Matching in Videos
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Robust Real-Time Face Detection
International Journal of Computer Vision
Labeling images with a computer game
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Histograms of Oriented Gradients for Human Detection
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
The Pyramid Match Kernel: Discriminative Classification with Sets of Image Features
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision - Volume 2
Learning Object Categories from Google"s Image Search
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision - Volume 2
Early versus late fusion in semantic video analysis
Proceedings of the 13th annual ACM international conference on Multimedia
Early versus late fusion in semantic video analysis
Proceedings of the 13th annual ACM international conference on Multimedia
One-Shot Learning of Object Categories
IEEE Transactions on Pattern Analysis and Machine Intelligence
Beyond Bags of Features: Spatial Pyramid Matching for Recognizing Natural Scene Categories
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Putting Objects in Perspective
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Robust Scene Categorization by Learning Image Statistics in Context
CVPRW '06 Proceedings of the 2006 Conference on Computer Vision and Pattern Recognition Workshop
Weakly Supervised Scale-Invariant Learning of Models for Visual Recognition
International Journal of Computer Vision
Evaluation campaigns and TRECVid
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
The challenge problem for automated detection of 101 semantic concepts in multimedia
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Estimating average precision with incomplete and imperfect judgments
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
International Journal of Computer Vision
Statistical Comparisons of Classifiers over Multiple Data Sets
The Journal of Machine Learning Research
Sharing Visual Features for Multiclass and Multiview Object Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Scalable near identical image and shot detection
Proceedings of the 6th ACM international conference on Image and video retrieval
The feature and spatial covariant kernel: adding implicit spatial constraints to histogram
Proceedings of the 6th ACM international conference on Image and video retrieval
Groups of Adjacent Contour Segments for Object Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
LabelMe: A Database and Web-Based Tool for Image Annotation
International Journal of Computer Vision
Describing Visual Scenes Using Transformed Objects and Parts
International Journal of Computer Vision
EMMCVPR'07 Proceedings of the 6th international conference on Energy minimization methods in computer vision and pattern recognition
Learning of graphical models and efficient inference for object class recognition
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part I
The 2005 PASCAL visual object classes challenge
MLCW'05 Proceedings of the First international conference on Machine Learning Challenges: evaluating Predictive Uncertainty Visual Object Classification, and Recognizing Textual Entailment
Relay boost fusion for learning rare concepts in multimedia
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Coloring local feature extraction
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Performance evaluation of local colour invariants
Computer Vision and Image Understanding
Automatic online labeling images via co-active-learning
Proceedings of the First International Conference on Internet Multimedia Computing and Service
Vicept: link visual features to concepts for large-scale image understanding
Proceedings of the international conference on Multimedia
A discriminative latent model of object classes and attributes
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
MIForests: multiple-instance learning with randomized trees
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Recursive coarse-to-fine localization for fast object detection
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Context modeling in computer vision: techniques, implications, and applications
Multimedia Tools and Applications
Towards a more discriminative and semantic visual vocabulary
Computer Vision and Image Understanding
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Spatio-chromatic image content descriptors and their analysis using extreme value theory
SCIA'11 Proceedings of the 17th Scandinavian conference on Image analysis
Mining partially annotated images
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Entangled decision forests and their application for semantic segmentation of CT images
IPMI'11 Proceedings of the 22nd international conference on Information processing in medical imaging
Optimization of robust loss functions for weakly-labeled image taxonomies: an imagenet case study
EMMCVPR'11 Proceedings of the 8th international conference on Energy minimization methods in computer vision and pattern recognition
Branch and bound strategies for non-maximal suppression in object detection
EMMCVPR'11 Proceedings of the 8th international conference on Energy minimization methods in computer vision and pattern recognition
Multi-class object detection with hough forests using local histograms of visual words
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
Novel fusion methods for pattern recognition
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Actions in stillweb images: visualization, detection and retrieval
WAIM'11 Proceedings of the 12th international conference on Web-age information management
New object detection features in the OpenCV library
Pattern Recognition and Image Analysis
Special Issue on Probabilistic Models for Image Understanding, Part II
International Journal of Computer Vision
Robust classification and semi-supervised object localization with Gaussian processes
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
Fast and accurate pedestrian detection using a cascade of multiple features
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume Part I
Multi-label classification for image annotation via sparse similarity voting
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
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
Discriminative segmentation of microscopic cellular images
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part I
Immediate structured visual search for medical images
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part III
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part II
Object tracking via appearance modeling and sparse representation
Image and Vision Computing
Virtual worlds and active learning for human detection
ICMI '11 Proceedings of the 13th international conference on multimodal interfaces
Spatial pooling for transformation invariant image representation
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Audio-visual grouplet: temporal audio-visual interactions for general video concept classification
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Images as sets of locally weighted features
Computer Vision and Image Understanding
Visual synonyms for landmark image retrieval
Computer Vision and Image Understanding
Long term carefully learning for person detection application to intelligent surveillance system
Proceedings of the 9th International Conference on Advances in Mobile Computing and Multimedia
International Journal of Computer Vision
The Visual Extent of an Object
International Journal of Computer Vision
Where computer vision needs help from computer science
Proceedings of the twenty-second annual ACM-SIAM symposium on Discrete Algorithms
Computer Vision and Image Understanding
Mixing hierarchical contexts for object recognition
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
One-shot visual appearance learning for mobile manipulation
International Journal of Robotics Research
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
Foundations and Trends® in Computer Graphics and Vision
Multi-instance methods for partially supervised image segmentation
PSL'11 Proceedings of the First IAPR TC3 conference on Partially Supervised Learning
How to select and customize object recognition approaches for an application?
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Proceedings of the International Working Conference on Advanced Visual Interfaces
Object Recognition by Sequential Figure-Ground Ranking
International Journal of Computer Vision
Linking visual concept detection with viewer demographics
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Video retrieval by mimicking poses
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)
Multimedia information retrieval based on pairwise comparison and its application to visual search
Multimedia Tools and Applications
On Taxonomies for Multi-class Image Categorization
International Journal of Computer Vision
Real-time visual tracking via online weighted multiple instance learning
Pattern Recognition
Unsupervised object discovery via self-organisation
Pattern Recognition Letters
Describing video contents in natural language
HYBRID '12 Proceedings of the Workshop on Innovative Hybrid Approaches to the Processing of Textual Data
Pornography detection in video benefits (a lot) from a multi-modal approach
Proceedings of the 2012 ACM international workshop on Audio and multimedia methods for large-scale video analysis
Tag suggestion on youtube by personalizing content-based auto-annotation
Proceedings of the ACM multimedia 2012 workshop on Crowdsourcing for multimedia
Proceedings of the 20th ACM international conference on Multimedia
Viewpoint-aware object detection and continuous pose estimation
Image and Vision Computing
Annotating images with suggestions: user study of a tagging system
ACIVS'12 Proceedings of the 14th international conference on Advanced Concepts for Intelligent Vision Systems
Improving HOG with image segmentation: application to human detection
ACIVS'12 Proceedings of the 14th international conference on Advanced Concepts for Intelligent Vision Systems
Saliency filtering of SIFT detectors: application to CBIR
ACIVS'12 Proceedings of the 14th international conference on Advanced Concepts for Intelligent Vision Systems
Water region detection supporting ship identification in port surveillance
ACIVS'12 Proceedings of the 14th international conference on Advanced Concepts for Intelligent Vision Systems
Undoing the damage of dataset bias
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Object-Centric spatial pooling for image classification
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Taxonomic multi-class prediction and person layout using efficient structured ranking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Crosstalk cascades for frame-rate pedestrian detection
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Visual recognition using local quantized patterns
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Negative evidences and co-occurences in image retrieval: the benefit of PCA and whitening
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Dynamic eye movement datasets and learnt saliency models for visual action recognition
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Has my algorithm succeeded? an evaluator for human pose estimators
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Latent hough transform for object detection
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Diagnosing error in object detectors
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
In defence of negative mining for annotating weakly labelled data
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Abnormal object detection by canonical scene-based contextual model
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
What makes a good detector? --- structured priors for learning from few examples
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
An introduction to random forests for multi-class object detection
Proceedings of the 15th international conference on Theoretical Foundations of Computer Vision: outdoor and large-scale real-world scene analysis
Visual tracking via adaptive tracker selection with multiple features
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Artistic image classification: an analysis on the PRINTART database
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Recognizing complex events using large margin joint low-level event model
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Multi-component models for object detection
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Online spatio-temporal structural context learning for visual tracking
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
Segmentation based particle filtering for real-time 2d object tracking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
How important are "Deformable parts" in the deformable parts model?
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Collective activity localization with contextual spatial pyramid
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
A selective weighted late fusion for visual concept recognition
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Object-layout-aware image retrieval for personal album management
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Two-layer average-to-peak ratio based saliency detection
Image Communication
Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
An one-class classification approach to detecting porn image
Proceedings of the 27th Conference on Image and Vision Computing New Zealand
An incremental structured part model for image classification
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
The elastic net as visual category representation: visualisation and classification
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - 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
Sparse representations and distance learning for attribute based category recognition
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part I
Efficiently Scaling up Crowdsourced Video Annotation
International Journal of Computer Vision
Sparse coding based visual tracking: Review and experimental comparison
Pattern Recognition
Alternative search techniques for face detection using location estimation and binary features
Computer Vision and Image Understanding
Computer Vision and Image Understanding
Toward parts-based scene understanding with pixel-support parts-sparse pictorial structures
Pattern Recognition Letters
Multifeature analysis and semantic context learning for image classification
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Classification improvement of local feature vectors over the KNN algorithm
Multimedia Tools and Applications
Towards automatic object annotations from global image labels
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Exploiting language models to recognize unseen actions
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Local context priors for object proposal generation
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Data decomposition and spatial mixture modeling for part based model
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Learning a context aware dictionary for sparse representation
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
VISOR: towards on-the-fly large-scale object category retrieval
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Image retrieval using eigen queries
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Histogram of oriented normal vectors for object recognition with a depth sensor
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Robust visual tracking using dynamic classifier selection with sparse representation of label noise
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
A comparative study of encoding, pooling and normalization methods for action recognition
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
View-Invariant object detection by matching 3d contours
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Human detection with occlusion handling by over-segmentation and clustering on foreground regions
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Visual object detection with deformable part models
Communications of the ACM
Instance Annotation for Multi-Instance Multi-Label Learning
ACM Transactions on Knowledge Discovery from Data (TKDD) - Special Issue on ACM SIGKDD 2012
Visual interestingness in image sequences
Proceedings of the 21st ACM international conference on Multimedia
Spatio-temporal fisher vector coding for surveillance event detection
Proceedings of the 21st ACM international conference on Multimedia
Large-scale visual sentiment ontology and detectors using adjective noun pairs
Proceedings of the 21st ACM international conference on Multimedia
Detecting profilable and overlapping communities with user-generated multimedia contents in LBSNs
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Crowdsourced object segmentation with a game
Proceedings of the 2nd ACM international workshop on Crowdsourcing for multimedia
3D Wikipedia: using online text to automatically label and navigate reconstructed geometry
ACM Transactions on Graphics (TOG)
Selective Search for Object Recognition
International Journal of Computer Vision
Object class detection: A survey
ACM Computing Surveys (CSUR)
Personal driving diary: Automated recognition of driving events from first-person videos
Computer Vision and Image Understanding
Computer Vision and Image Understanding
Large scale visual classification with many classes
MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition
FACTS - a computer vision system for 3D recovery and semantic mapping of human factors
ICVS'13 Proceedings of the 9th international conference on Computer Vision Systems
Multi-modal gesture recognition challenge 2013: dataset and results
Proceedings of the 15th ACM on International conference on multimodal interaction
Text extraction from natural scene image: A survey
Neurocomputing
Detecting pedestrians on a Movement Feature Space
Pattern Recognition
Integrating tracking with fine object segmentation
Image and Vision Computing
Multimedia search reranking: A literature survey
ACM Computing Surveys (CSUR)
The Opportunity challenge: A benchmark database for on-body sensor-based activity recognition
Pattern Recognition Letters
Early active learning via robust representation and structured sparsity
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Hierarchical object discovery and dense modelling from motion cues in RGB-D video
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
A novel particle filter with implicit dynamic model for irregular motion tracking
Machine Vision and Applications
q-Gaussian mixture models for image and video semantic indexing
Journal of Visual Communication and Image Representation
Car detection in sequences of images of urban environments using mixture of deformable part models
Pattern Recognition Letters
Collaborative object tracking model with local sparse representation
Journal of Visual Communication and Image Representation
Top-Down Saliency Detection via Contextual Pooling
Journal of Signal Processing Systems
Object and Action Classification with Latent Window Parameters
International Journal of Computer Vision
Detecting People Looking at Each Other in Videos
International Journal of Computer Vision
Probabilistic Joint Image Segmentation and Labeling by Figure-Ground Composition
International Journal of Computer Vision
TouchCut: Fast image and video segmentation using single-touch interaction
Computer Vision and Image Understanding
Macrofeature layout selection for pedestrian localization and its acceleration using GPU
Computer Vision and Image Understanding
Image categorization using a semantic hierarchy model with sparse set of salient regions
Frontiers of Computer Science: Selected Publications from Chinese Universities
Least squares estimation-based adaptive observation model for aerial visual tracking applications
International Journal of Computational Vision and Robotics
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
Pedestrian detection in far infrared images
Integrated Computer-Aided Engineering
SalientShape: group saliency in image collections
The Visual Computer: International Journal of Computer Graphics
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The Pascal Visual Object Classes (VOC) challenge is a benchmark in visual object category recognition and detection, providing the vision and machine learning communities with a standard dataset of images and annotation, and standard evaluation procedures. Organised annually from 2005 to present, the challenge and its associated dataset has become accepted as the benchmark for object detection.This paper describes the dataset and evaluation procedure. We review the state-of-the-art in evaluated methods for both classification and detection, analyse whether the methods are statistically different, what they are learning from the images (e.g. the object or its context), and what the methods find easy or confuse. The paper concludes with lessons learnt in the three year history of the challenge, and proposes directions for future improvement and extension.