Making colors worth more than a thousand words
Proceedings of the 2008 ACM symposium on Applied computing
Object retrieval using configurations of salient regions
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Constructing visual phrases for effective and efficient object-based image retrieval
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Learning an Alphabet of Shape and Appearance for Multi-Class Object Detection
International Journal of Computer Vision
Localizing Objects with Smart Dictionaries
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
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
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
Foreground Focus: Unsupervised Learning from Partially Matching Images
International Journal of Computer Vision
Sparse B-spline polynomial descriptors for human activity recognition
Image and Vision Computing
Descriptive visual words and visual phrases for image applications
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Automatic fruit and vegetable classification from images
Computers and Electronics in Agriculture
3D Object Mapping by Integrating Stereo SLAM and Object Segmentation Using Edge Points
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part I
Advanced Techniques in CBIR: Local Descriptors, Visual Dictionaries and Bags of Features
SIBGRAPI-TUTORIALS '09 Proceedings of the 2009 Tutorials of the XXII Brazilian Symposium on Computer Graphics and Image Processing
Progressive randomization: Seeing the unseen
Computer Vision and Image Understanding
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
Weighting visual features with pseudo relevance feedback for CBIR
Proceedings of the ACM International Conference on Image and Video Retrieval
Building contextual visual vocabulary for large-scale image applications
Proceedings of the international conference on Multimedia
Spatially-sensitive affine-invariant image descriptors
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Shape google: Geometric words and expressions for invariant shape retrieval
ACM Transactions on Graphics (TOG)
Personalization in multimedia retrieval: A survey
Multimedia Tools and Applications
Building descriptive and discriminative visual codebook for large-scale image applications
Multimedia Tools and Applications
Towards a universal and limited visual vocabulary
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part II
Improvements in image categorization using codebook ensembles
Image and Vision Computing
Image classification using probability higher-order local auto-correlations
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
A novel object categorization model with implicit local spatial relationship
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
Accurate Object Recognition with Shape Masks
International Journal of Computer Vision
Stel Component Analysis: Joint Segmentation, Modeling and Recognition of Objects Classes
International Journal of Computer Vision
Saliency filtering of SIFT detectors: application to CBIR
ACIVS'12 Proceedings of the 14th international conference on Advanced Concepts for Intelligent Vision Systems
Beyond spatial pyramid matching: spatial soft voting for image classification
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
A novel unsupervised approach for multilevel image clustering from unordered image collection
Frontiers of Computer Science: Selected Publications from Chinese Universities
Computer Vision and Image Understanding
An experimental study on the universality of visual vocabularies
Journal of Visual Communication and Image Representation
Editor's Choice Article: Human activity recognition in videos using a single example
Image and Vision Computing
Generative Methods for Long-Term Place Recognition in Dynamic Scenes
International Journal of Computer Vision
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This paper presents an extension to category classification with bag-of-features, which represents an image as an orderless distribution of features. We propose a method to exploit spatial relations between features by utilizing object boundaries provided during supervised training. We boost the weights of features that agree on the position and shape of the object and suppress the weights of background features, hence the name of our method - "spatial weighting". The proposed representation is thus richer and more robust to background clutter. Experimental results show that our approach improves the results of one of the best current image classification techniques. Furthermore, we propose to apply the spatial model to object localization. Initial results are promising.