A Bayesian Hierarchical Model for Learning Natural Scene Categories

Authors:
Fei-Fei Li;Pietro Perona
Affiliations:
California Institute of Technology;California Institute of Technology
Venue:
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
Year:
2005

Citing 0
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Tensor-SIFT Based Earth Mover's Distance for Contour Tracking

Journal of Mathematical Imaging and Vision
Feedback-Based image retrieval using probabilistic hypergraph ranking augmented by ant colony algorithm

EvoApplications'13 Proceedings of the 16th European conference on Applications of Evolutionary Computation
Semi-Supervised Latent Dirichlet Allocation and Its Application for Document Classification

WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Social coordination assessment: distinguishing between shape and timing

MPRSS'12 Proceedings of the First international conference on Multimodal Pattern Recognition of Social Signals in Human-Computer-Interaction
Visual tracking by proto-objects

Pattern Recognition
Direct modeling of image keypoints distribution through copula-based image signatures

Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Towards automatic object annotations from global image labels

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
Clothing-to-words mapping using word separation method

Computers and Electrical Engineering
Automatic classification of documents in cold-start scenarios

Proceedings of the 3rd International Conference on Web Intelligence, Mining and Semantics
Transcranial magnetic stimulation to the transverse occipital sulcus affects scene but not object processing

Journal of Cognitive Neuroscience
Local hypersphere coding based on edges between visual words

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Exclusive visual descriptor quantization

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Hierarchical space tiling for scene modeling

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Combining fast extracted edge descriptors and feature sharing for rapid object detection

ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Multiple feature fusion based on co-training approach and time regularization for place classification in wearable video

Advances in Multimedia
Sparse online topic models

Proceedings of the 22nd international conference on World Wide Web
Object recognition based on the region of interest and optical bag of words model

Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Online human gesture recognition from motion data streams

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
MedLDA: maximum margin supervised topic models

The Journal of Machine Learning Research
Efficient computation of histograms on densely overlapped polygonal regions

Neurocomputing
Indoor scene recognition by a mobile robot through adaptive object detection

Robotics and Autonomous Systems
Human-inspired features for natural scene classification

Pattern Recognition Letters
PatchNet: a patch-based image representation for interactive library-driven image editing

ACM Transactions on Graphics (TOG)
Scene image retrieval via re-ranking semantic and packed dense interestpoints

Neurocomputing
Multi-class learning from class proportions

Neurocomputing
Object class detection: A survey

ACM Computing Surveys (CSUR)
An experimental study on the universality of visual vocabularies

Journal of Visual Communication and Image Representation
Parallel deep learning with suggestive activation for object category recognition

ICVS'13 Proceedings of the 9th international conference on Computer Vision Systems
Partial correspondence based on subgraph matching

Neurocomputing
Scene classification using multi-resolution low-level feature combination

Neurocomputing
Unsupervised approximate-semantic vocabulary learning for human action and video classification

Pattern Recognition Letters
Efficient extraction and representation of spatial information from video data

IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Euler clustering

IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
A spatio-temporal Long-term Memory approach for visual place recognition in mobile robotic navigation

Robotics and Autonomous Systems
A classification-oriented dictionary learning model: Explicitly learning the particularity and commonality across categories

Pattern Recognition
Learning group-based dictionaries for discriminative image representation

Pattern Recognition
Nonparametric bayesian upstream supervised multi-modal topic models

Proceedings of the 7th ACM international conference on Web search and data mining
Entity resolution for distributed probabilistic data

Distributed and Parallel Databases
A new ROI based image retrieval system using an auxiliary Gaussian weighting scheme

Multimedia Tools and Applications
CM-BOF: visual similarity-based 3D shape retrieval using Clock Matching and Bag-of-Features

Machine Vision and Applications
A bag-of-semantics model for image clustering

The Visual Computer: International Journal of Computer Graphics
Spatially aware feature selection and weighting for object retrieval

Image and Vision Computing
Learning structured visual dictionary for object tracking

Image and Vision Computing
Self-help: Seeking out perplexing images for ever improving topological mapping

International Journal of Robotics Research
Comparison of different approaches to visual terrain classification for outdoor mobile robots

Pattern Recognition Letters
One-shot learning gesture recognition from RGB-D data using bag of features

The Journal of Machine Learning Research
Visual words dictionaries and fusion techniques for searching people through textual and visual attributes

Pattern Recognition Letters
Histogram of visual words based on locally adaptive regression kernels descriptors for image feature extraction

Neurocomputing
Context-aware features and robust image representations

Journal of Visual Communication and Image Representation
Concurrent photo sequence organization

Multimedia Tools and Applications
An Improved Hierarchical Dirichlet Process-Hidden Markov Model and Its Application to Trajectory Modeling and Retrieval

International Journal of Computer Vision
Human action categorization using discriminative local spatio-temporal feature weighting

Intelligent Data Analysis
Robust human action recognition scheme based on high-level feature fusion

Multimedia Tools and Applications
HWVP: hierarchical wavelet packet descriptors and their applications in scene categorization and semantic concept retrieval

Multimedia Tools and Applications
A jointly distributed semi-supervised topic model

Neurocomputing
SHREC'13 track: retrieval of objects captured with low-cost depth-sensing cameras

3DOR '13 Proceedings of the Sixth Eurographics Workshop on 3D Object Retrieval

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Abstract

We propose a novel approach to learn and recognize natural scene categories. Unlike previous work [9, 17], it does not require experts to annotate the training set. We represent the image of a scene by a collection of local regions, denoted as codewords obtained by unsupervised learning. Each region is represented as part of a "theme". In previous work, such themes were learnt from hand-annotations of experts, while our method learns the theme distributions as well as the codewords distribution over the themes without supervision. We report satisfactory categorization performances on a large set of 13 categories of complex scenes.