Author: Moser, Gabriele and Serpico, Sebastiano B.
Combining Support Vector Machines and Markov Random Fields in an Integrated Framework for Contextual Image Classification
Journal:
IEEE Transactions on Geoscience and Remote Sensing
Volume:
51
Year:
2013
Number:
5
Pages:
2734--2752
Keywords
Bayes methods,Context modeling,Contextual image classification,Ho–,Image classification,Kashyap algorithm,Markov random fields,Powell algorithm,Support vector machines,span bound,support vector machines (SVMs)
Related pages
-
ASSESSMENT OF CLASSIFICATION ACCURACIES OF SENTINEL-2 AND LANDSAT-8 DATA FOR LAND COVER / USE MAPPING
Author: Topaloğlu, Raziye Hale and Sertel, Elif and Musaoğlu, Nebiye -
Comparing supervised algorithms in Land Use and Land Cover classification of a Landsat time-series
Author: Nery, Thayse and Sadler, Rohan and Solis-Aulestia, Maria and White, Ben and Polyakov, Maksym and Chalak, Morteza -
Improved Early Crop Type Identification By Joint Use of High Temporal Resolution SAR And Optical Image Time Series
Author: Inglada, Jordi and Vincent, Arthur and Arias, Marcela and Marais-Sicre, Claire -
Moisture retrieval based on an optimized Least Squares Support Vector Machine Model
Author: Shi, Xinying and Zhang, Youfei and Wang, Haogang and Shi, Jiancheng -
OBJECT-BASED CLASSIFICATION AND CHANGE DETECTION OF HOKKAIDO, JAPAN
Author: Park, J. G. and Harada, I. and Kwak, Y. -
Scene classification of high resolution remote sensing images using convolutional neural networks
Author: Cheng, Gong and Ma, Chengcheng and Zhou, Peicheng and Yao, Xiwen and Han, Junwei -
Semi-supervised multiview feature selection with label learning for VHR remote sensing images
Author: Chen, Xi and Liu, Wei and Su, Fulin and Shao, Guofan -
USING LANDSAT 8 IMAGE TIME SERIES FOR CROP MAPPING IN A REGION OF CERRADO, BRAZIL
Author: Bendini, H. and Sanches, I. D. and Körting, T. S. and Fonseca, L. M. G. and Luiz, A. J. B. and Formaggio, A. R. -
A Generic Algorithm to Estimate LAI, FAPAR and FCOVER Variables from SPOT4_HRVIR and Landsat Sensors: Evaluation of the Consistency and Comparison with Ground Measurements
Author: Li, Wenjuan and Weiss, Marie and Waldner, Francois and Defourny, Pierre and Demarez, Valerie and Morin, David and Hagolle, Olivier and Baret, Frederic -
Assessment of an Operational System for Crop Type Map Production Using High Temporal and Spatial Resolution Satellite Optical Imagery
Author: Inglada, Jordi and Arias, Marcela and Tardy, Benjamin and Hagolle, Olivier and Valero, Silvia and Morin, David and Dedieu, Gérard and Sepulcre, Guadalupe and Bontemps, Sophie and Defourny, Pierre and Koetz, Benjamin -
Estimation of crop LAI using hyperspectral vegetation indices and a hybrid inversion method
Author: Liang, Liang and Di, Liping and Zhang, Lianpeng and Deng, Meixia and Qin, Zhihao and Zhao, Shuhe and Lin, Hui -
Image Segmentation Based on Constrained Spectral Variance Difference and Edge Penalty
Author: Chen, Bo and Qiu, Fang and Wu, Bingfang and Du, Hongyue -
Integration of remote sensing and conventional models for modeling grazing/browsing capacity in southern African savannas
Author: Adjorlolo, Clement and Botha, Jacobus Oosthuizen -
Land Cover and Crop Type Classification along the Season Based on Biophysical Variables Retrieved from Multi-Sensor High-Resolution Time Series
Author: Waldner, François and Lambert, Marie-Julie and Li, Wenjuan and Weiss, Marie and Demarez, Valérie and Morin, David and Marais-Sicre, Claire and Hagolle, Olivier and Baret, Frédéric and Defourny, Pierre -
Mapping of Agricultural Crops from Single High-Resolution Multispectral Images—Data-Driven Smoothing vs. Parcel-Based Smoothing
Author: Ozdarici-Ok, Asli and Ok, Ali and Schindler, Konrad -
Measuring the Effectiveness of Various Features for Thematic Information Extraction From Very High Resolution Remote Sensing Imagery
Author: Chen, Xi and Fang, Tao and Huo, Hong and Li, Deren -
Multiclass Coarse Analysis for UAV Imagery
Author: Moranduzzo, Thomas and Melgani, Farid and Mekhalfi, Mohamed Lamine and Bazi, Yakoub and Alajlan, Naif -
Object-Based Unsupervised Classification of VHR Panchromatic Satellite Images by Combining the HDP and IBP on Multiple Scenes
Author: Shu, Yang and Tang, Hong and Li, Jing and Mao, Ting and He, Shi and Gong, Adu and Chen, Yunhao and Du, Hongyue -
On the Importance of Training Data Sample Selection in Random Forest Image Classification: A Case Study in Peatland Ecosystem Mapping
Author: Millard, Koreen and Richardson, Murray -
Parcel based classification for agricultural mapping and monitoring using multi-temporal satellite image sequences
Author: Kussul, Nataliia and Lemoine, Guido and Gallego, Javier and Skakun, Sergii and Lavreniuk, Mykola -
Regional scale crop mapping using multi-temporal satellite imagery
Author: Kussul, N. and Skakun, S. and Shelestov, A. and Lavreniuk, M. and Yailymov, B. and Kussul, O. -
Reliable Crop Identification with Satellite Imagery in the Context of Common Agriculture Policy Subsidy Control
Author: Schmedtmann, Jonas and Campagnolo, Manuel -
Review of Machine Learning Approaches for Biomass and Soil Moisture Retrievals from Remote Sensing Data
Author: Ali, Iftikhar and Greifeneder, Felix and Stamenkovic, Jelena and Neumann, Maxim and Notarnicola, Claudia -
Rice Fields Mapping in Fragmented Area Using Multi-Temporal HJ-1A/B CCD Images
Author: Wang, Jing and Huang, Jingfeng and Zhang, Kangyu and Li, Xinxing and She, Bao and Wei, Chuanwen and Gao, Jian and Song, Xiaodong -
Spatial segmentation of multi/hyperspectral imagery by fusion of spectral-gradient-textural attributes
Author: Vantaram, Sreenath Rao and Piramanayagam, Sankaranarayanan and Saber, Eli and Messinger, David -
A multi-band watershed segmentation method for individual tree crown delineation from high resolution multispectral aerial image
Author: Jian Yang and Yuhong He and Caspersen, John -
An Object-Based Hierarchical Method for Change Detection Using Unmanned Aerial Vehicle Images
Author: Qin, Rongjun -
Automated Crop Field Extraction from Multi-Temporal Web Enabled Landsat Data
Author: L. Yan and D.P. Roy -
Automated Training Sample Extraction for Global Land Cover Mapping
Author: Radoux, Julien and Lamarche, Céline and Van Bogaert, Eric and Bontemps, Sophie and Brockmann, Carsten and Defourny, Pierre -
Automatic Training Sample Selection for a Multi-Evidence Based Crop Classification Approach
Author: Chellasamy, M. and Ty Ferre, P. A. and Humlekrog Greve, M. -
Comparison of Leaf Area Index Estimates by Ceptometer and PocketLAI Smart App in Canopies with Different Structures
Author: C. Francone and V. Pagani and M. Foi and G. Cappelli and R. Confalonieri -
Continuous Change Detection and Classification of Land Cover Using all Available Landsat Data
Author: Zhe Zhu and Curtis E. Woodcock -
Cultivated land information extraction from high-resolution unmanned aerial vehicle imagery data
Author: Ma, Lei and Cheng, Liang and Han, Wenquan and Zhong, Lishan and Li, Manchun -
Graph - Based High Resolution Satellite Image Segmentation for Object Recognition
Author: Ravali, K. and Ravi Kumar, M. V. and Venugopala Rao, K. -
Knowledge-based approach for VHR satellite image time series analysis
Author: Rejichi, S. and Chaabane, F. -
Object oriented classification of high resolution data for inventory of horticultural crops
Author: Hebbar, R. and Ravishankar, H. M. and Trivedi, S and Subramoniam, S. R. and Uday, R. and Dadhwal, V. K. -
Remote Sensing Image Segmentation by Combining Spectral and Texture Features
Author: Yuan, Jiangye and Wang, DeLiang and Li, Rongxing -
Segmentation of High Spatial Resolution Remote Sensing Imagery Based on Hard-Boundary Constraint and Two-Stage Merging
Author: Wang, Min and Li, Rongxing -
Soil moisture estimation using an improved particle filter assimilation algorithm
Author: Haiyun Bi and Jianwen Ma and Fangjian Wang -
Thresholding-based remote sensing image segmentation using mean absolute deviation algorithm
Author: Zhang, Libao and Li, Aoxue -
Topsoil moisture estimation for precision agriculture using unmmaned aerial vehicle multispectral imagery
Author: Hassan-Esfahani, Leila and Torres-Rua, Alfonso and Ticlavilca, Andres M. and Jensen, Austin and McKee, Mac -
An Enhanced Spatial and Temporal Data Fusion Model for Fusing Landsat and MODIS Surface Reflectance to Generate High Temporal Landsat-Like Data
Author: Zhang, Wei and Li, Ainong and Jin, Huaan and Bian, Jinhu and Zhang, Zhengjian and Lei, Guangbin and Qin, Zhihao and Huang, Chengquan -
An object-oriented method based on multi-scale segmentation for classification and mapping from Quick bird images
Author: Zhou, Limei and Xu, Wenbo and Wang, Zhaoxian and Zhang, Wenzhi and Wang, Jing and Zhang, Xiaoyu and Fan, Jinlong -
Automatic multi-scale segmentation of high spatial resolution satellite images using watersheds
Author: Sahin, Kerem and Ulusoy, Ilkay -
CONTEXTUAL IMAGE CLASSIFICATION APPROACH FOR MONITORING OF AGRICULTURAL LAND COVER BY SUPPORT VECTOR MACHINES AND MARKOV RANDOM FIELDS
Author: Vahidi, H. and Monabbati, E. -
Detecting flooded areas with machine learning techniques: case study of the Selška Sora
Author: Lamovec, Peter and Veljanovski, Tatjana and Mikoš, Matjaž and Oštir, Krištof -
Earth-Observation Image Retrieval Based on Content, Semantics, and Metadata
Author: Espinoza-Molina, Daniela and Datcu, Mihai -
Evaluating the Effects of Shadow Detection on QuickBird Image Classification and Spectroradiometric Restoration
Author: Wu, Jindong and Bauer, Marvin -
Fusion algorithm of pixel-based and object-based classifier for remote sensing image classification
Author: Zhang, Aiying and Tang, Ping -
Historic land cover change in the agricultural Midwest using an object-based approach for classification of high-resolution imagery
Author: Porter, Sarah and Linderman, Marc -
Impact of Feature Selection on the Accuracy and Spatial Uncertainty of Per-field Crop Classification using Support Vector Machines
Author: Löw, F. and Michel, U. and Dech, S. and Conrad, C. -
Investigation of Leaf Diseases and Estimation of Chlorophyll Concentration in Seven Barley Varieties Using Fluorescence and Hyperspectral Indices
Author: Yu, Kang and Leufen, Georg and Hunsche, Mauricio and Noga, Georg and Chen, Xinping and Bareth, Georg -
Marginalized kernel-based feature fusion method for VHR object classification
Author: Liu, Chuntian and Wei, Wei and Bai, Xiao and Zhou, Jun -
Satellite-based Investigation of Flood-affected Rice Cultivation Areas in Chao Phraya River Delta, Thailand
Author: N.T. Son and C.F. Chen and C.R. Chen and L.Y. Chang -
Segmentation for High-Resolution Optical Remote Sensing Imagery Using Improved Quadtree and Region Adjacency Graph Technique
Author: Fu, Gang and Zhao, Hongrui and Li, Cong and Shi, Limei -
THE OPTIMAZATION OF MULTI RESOLUTION SEGMENTATION OF REMOTELY SENSED DATA USING GENETIC ALGHORITHM
Author: Saba, F. and Valadanzouj, M. J. and Mokhtarzade, M. -
Urban vegetation classification: Benefits of multitemporal RapidEye satellite data
Author: Tigges, Jan and Lakes, Tobia and Hostert, Patrick -
A Spatial–Contextual Support Vector Machine for Remotely Sensed Image Classification
Author: Li, Cheng-Hsuan and Kuo, Bor-Chen and Lin, Chin-Teng and Huang, Chih-Sheng -
Automatic Detection and Segmentation of Orchards Using Very High Resolution Imagery
Author: Aksoy, Selim and Yalniz, Ismet Zeki and Tasdemir, Kadim -
Comparative analysis of classification algorithms and multiple sensor data for land use/land cover classification in the Brazilian Amazon
Author: Li, Guiying and Lu, Dengsheng and Moran, Emilio and Sant'Anna, Sidnei João Siqueira -
Crop area estimation in Ukraine using satellite data within the MARS project
Author: Kussul, Nataliia and Skakun, Sergii and Shelestov, Andrii and Kravchenko, Oleksii and Gallego, Javier Francisco and Kussul, Olga -
Estimation of maize planting area using mixed field decomposition of multi-temporal TM images
Author: Gu, Xiaohe and Dong, Yansheng and Ma, Li and Dong, Yingying -
Mapping Cropland Distributions Using a Hard and Soft Classification Model
Author: Pan, Yaozhong and Hu, Tangao and Zhu, Xiufang and Zhang, Jinshui and Wang, Xiaodong -
Mapping paddy rice agriculture in a highly fragmented area using a geographic information system object-based post classification process
Author: Lin, Meng-Lung and Lin, Meng-Lung and Huang, Chao-Hsiung and Chu, Tzu-How -
Multi-temporal remote sensing image segmentation of croplands constrained by a topographical database
Author: Inglada, Jordi and Dejoux, Jean-Francois and Hagolle, Olivier and Dedieu, Gerard -
Optimal Exploitation of the Sentinel-2 Spectral Capabilities for Crop Leaf Area Index Mapping
Author: Richter, Katja and Hank, Tobias B. and Vuolo, Francesco and Mauser, Wolfram and D'Urso, Guido -
SUPPORT VECTOR MACHINE CLASSIFICATION OF OBJECT-BASED DATA FOR CROP MAPPING, USING MULTI-TEMPORAL LANDSAT IMAGERY
Author: Devadas, R. and Denham, R. J. and Pringle, M. -
Endmember variability in Spectral Mixture Analysis: A review
Author: Somers, Ben and Asner, Gregory P. and Tits, Laurent and Coppin, Pol -
Graph-Based Feature Selection for Object-Oriented Classification in VHR Airborne Imagery
Author: Chen, Xi and Fang, Tao and Huo, Hong and Li, Deren -
Machine Learning Comparison between WorldView-2 and QuickBird-2-Simulated Imagery Regarding Object-Based Urban Land Cover Classification
Author: Novack, Tessio and Esch, Thomas and Kux, Hermann and Stilla, Uwe -
Multispectral Remote Sensing from Unmanned Aircraft: Image Processing Workflows and Applications for Rangeland Environments
Author: Laliberte, Andrea S. and Goforth, Mark A. and Steele, Caitriana M. and Rango, Albert -
Object-Based Image Analysis of High-Resolution Satellite Images Using Modified Cloud Basis Function Neural Network and Probabilistic Relaxation Labeling Process
Author: Rizvi, I. A. and Mohan, B. K. -
Panchromatic and Multispectral Image Fusion Based on Maximization of Both Spectral and Spatial Similarities
Author: Golibagh Mahyari, Arash and Yazdi, Mehran -
Segmentation of Hyperspectral Images via Subtractive Clustering and Cluster Validation Using One-Class Support Vector Machines
Author: Bilgin, G. and Erturk, S. and Yildirim, T. -
Using active learning to adapt remote sensing image classifiers
Author: Tuia, D. and Pasolli, E. and Emery, W.J. -
Speeded-Up Robust Features (SURF)
Author: Herbert Bay and Andreas Ess and Tinne Tuytelaars and Luc Van Gool - Non-parametric algorithms
- Object-based image analysis
- Pixel-based classification