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Contextual image classification

Contextual image classification, a topic of pattern recognition in computer vision, is an approach of classification based on contextual information… 
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Broader (3)

Artificial intelligenceComputer visionImage processing
Chow–Liu treeData dictionaryHilbert curveLookup table

Papers overview

Semantic Scholar uses AI to extract papers important to this topic.
2019
2019
Few-shot Learning with Contextual Cueing for Object Recognition in Complex Scenes
Few-shot Learning aims to recognize new concepts from a small number of training examples. Recent work mainly tackle this problem… 
2016
2016
A block-based Markov random field model estimation for contextual classification using Optimum-Path Forest
Contextual image classification aims at considering the information about nearby samples in the learning process in order to… 
2015
2015
An active learning heuristic using spectral and spatial information for MRF-based classification
A heuristic utilizing both spectral and spatial information is proposed for active learning. It addresses the issue of… 
2013
2013
CONTEXTUAL IMAGE CLASSIFICATION APPROACH FOR MONITORING OF AGRICULTURAL LAND COVER BY SUPPORT VECTOR MACHINES AND MARKOV RANDOM FIELDS
The main idea of this paper is to integrate the non-contextual support vector machines (SVM) classifiers with Markov random… 
2010
2010
Contextual image classification with Support Vector Machine
2009
2009
- 1-Simulated Annealing Techniques in Contextual Fuzzy c-Means Approach for Sub-Pixel Classification
In Bayesian image processing Maximum a Posterior (MAP) Probability is achieved by minimizing the global posterior energy, where… 
2006
2006
Contextual Image Classification Based on Spatial Boosting
  • R. Nishii
  • IEEE International Symposium on Geoscience and…
  • 2006
  • Corpus ID: 31460394
Spatial AdaBoost proposed by Nishii and Eguchi (TGRS, 2005) is a supervised image classification method. It is a voting machine… 
2006
2006
AdaBoost with different costs for misclassification and its applications to contextual image classification
Consider a confusion matrix obtained by a classifier of land-cover categories. Usually, misclassification rates are not uniformly… 
2005
2005
Spatio-temporal contextual image classification based on Spatial AdaBoost
  • R. NishiiS. Eguchi
  • Proceedings. IEEE International Geoscience and…
  • 2005
  • Corpus ID: 17352847
Spatial AdaBoost proposed by Nishii and Eguchi (TGRS 2005) is a contextual supervised classifier of land-cover categories of… 
1988
1988
Avoiding Class-conditional Independence Assumptions in Image Classification
Much published work on contextual image classification is based on an assumption of class-conditional independence (CCI) of the… 
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