On the nature of models in remote sensing
Remote Sensing of Environment
The factor of scale in remote sensing
Remote Sensing of Environment
On the estimation of spatial-spectral mixing with classifier likelihood functions
Pattern Recognition Letters - Special issue on non-conventional pattern analysis in remote sensing
Visual exploration of uncertainty in remote-sensing classification
Computers & Geosciences - Special issue on computers, geoscience and geocomputation
A fuzzy set-based accuracy assessment of soft classification
Pattern Recognition Letters
IEEE Transactions on Pattern Analysis and Machine Intelligence
Introductory Digital Image Processing: A Remote Sensing Perspective
Introductory Digital Image Processing: A Remote Sensing Perspective
Computers & Geosciences - Intelligent methods for processing geodata
MultiSpec: a tool for multispectral--hyperspectral image data analysis
Computers & Geosciences
Visualizing uncertainty in multi-spectral remotely sensed imagery
Computers & Geosciences
A supervised contextual classifier based on a region-growth algorithm
Computers & Geosciences
Segmentation of multispectral remote sensing images using active support vector machines
Pattern Recognition Letters
Assessment of the effectiveness of support vector machines for hyperspectral data
Future Generation Computer Systems - Special issue: Geocomputation
Computer Processing of Remotely-Sensed Images: An Introduction
Computer Processing of Remotely-Sensed Images: An Introduction
Information combination operators for data fusion: a comparative review with classification
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Texture classification and segmentation using wavelet frames
IEEE Transactions on Image Processing
A comparison of methods for multiclass support vector machines
IEEE Transactions on Neural Networks
Harshness in image classification accuracy assessment
International Journal of Remote Sensing
Partial unmixing as a tool for single surface class detection and time series analysis
International Journal of Remote Sensing
Increasing the accuracy of neural network classification using refined training data
Environmental Modelling & Software
Fuzzy segmentation for object-based image classification
International Journal of Remote Sensing
International Journal of Remote Sensing
The impact of imperfect ground reference data on the accuracy of land cover change estimation
International Journal of Remote Sensing
FaSS: Ensembles for Stable Learners
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
VDM-RS: A visual data mining system for exploring and classifying remotely sensed images
Computers & Geosciences
Image Classification Approach Based on Manifold Learning in Web Image Mining
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Pulmonary nodule classification aided by clustering
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Classification and segmentation of brain tumor using texture analysis
AIKED'10 Proceedings of the 9th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases
Proceedings of the 1st ACM SIGSPATIAL International Workshop on Data Mining for Geoinformatics
Original paper: Evaluating high resolution SPOT 5 satellite imagery for crop identification
Computers and Electronics in Agriculture
Using some data mining techniques for early diagnosis of lung cancer
AIKED'11 Proceedings of the 10th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases
Multiple classifier system for urban area's extraction from high resolution remote sensing imagery
ICIAR'11 Proceedings of the 8th international conference on Image analysis and recognition - Volume Part II
The danger theory applied to vegetal image pattern classification
ICARIS'11 Proceedings of the 10th international conference on Artificial immune systems
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part II
Expert Systems with Applications: An International Journal
SVM and haralick features for classification of high resolution satellite images from urban areas
ICISP'12 Proceedings of the 5th international conference on Image and Signal Processing
Cascaded classification of high resolution remote sensing images using multiple contexts
Information Sciences: an International Journal
A structured view on sources of uncertainty in supervised learning
SUM'12 Proceedings of the 6th international conference on Scalable Uncertainty Management
Novel approaches for classification based on Cuckoo Search Strategy
International Journal of Hybrid Intelligent Systems
A semantic image classifier based on hierarchical fuzzy association rule mining
Multimedia Tools and Applications
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Image classification is a complex process that may be affected by many factors. This paper examines current practices, problems, and prospects of image classification. The emphasis is placed on the summarization of major advanced classification approaches and the techniques used for improving classification accuracy. In addition, some important issues affecting classification performance are discussed. This literature review suggests that designing a suitable image-processing procedure is a prerequisite for a successful classification of remotely sensed data into a thematic map. Effective use of multiple features of remotely sensed data and the selection of a suitable classification method are especially significant for improving classification accuracy. Non-parametric classifiers such as neural network, decision tree classifier, and knowledge-based classification have increasingly become important approaches for multisource data classification. Integration of remote sensing, geographical information systems (GIS), and expert system emerges as a new research frontier. More research, however, is needed to identify and reduce uncertainties in the image-processing chain to improve classification accuracy.