Semi Automatic Road Network Extraction from Satellite Images Using Fuzzy C Means Clustering
Nadeem Akhtar Riyaz Ahmad and P J Deore. Article: Semi Automatic Road Network Extraction from Satellite Images Using Fuzzy C Means Clustering. IJCA Proceedings on National Conference on Advances in Communication and Computing NCACC(1):28-30, December 2014. Full text available. BibTeX
@article{key:article,
author = {Nadeem Akhtar Riyaz Ahmad and P. J. Deore},
title = {Article: Semi Automatic Road Network Extraction from Satellite Images Using Fuzzy C Means Clustering},
journal = {IJCA Proceedings on National Conference on Advances in Communication and Computing},
year = {2014},
volume = {NCACC},
number = {1},
pages = {28-30},
month = {December},
note = {Full text available}
}
Abstract
Road extraction from satellite images is challenging research area in information extraction from high-resolution remote sensing images such as IKONOS and QUICKBIRD. The road from satellite images can be identified based on its geometric, spectral, topological and contextual properties as well as on various illumination and geographical environment. The road network extraction results in map generation in short time. In this paper roads are extracted by semi automatic method road network. Image Binarization is achieved by C means clustering algorithm followed by morphological operation which includes filtering and image thinning.
References
- Pankaj Pratap Singh & R. D. Garg, "Automatic Road Extraction from High Resolution Satellite Image using Adaptive Global Thresholding and Morphological Operations" Journal of Indian Society of Remote Sensing, 2012, Springer. .
- Hang Jin, Yanming Feng, Bofeng Li "Road Network Extraction with New Vectorization and Pruning from High-resolution RS Images" IEEE 2008.
- Cem Unsalan, Kim L. Boyer. "A system to detect houses and residential street networks in multispectral satellite images. Computer Vision and Image Understanding" , Elsevier 2004;
- J. B. Mena "State of the art on automatic road extraction for GIS update: a novel classification" Pattern Recognition Letter, Elsevier, 2003
- John C. Trinder and Yandong Wang "Automatic Road Extraction from Aerial Images" Springer, Digital Signal Processing 8, Article No. SP980322 1998
- T. M. Talal, M. I. Dessouky, A. El-Sayed, M. Hebaishy and F. E. Abd El-Samie. "Road Extraction from High Resolution Satellite Images by Morphological Direction Filtering and Length Filtering.
- Frank Y Shih. "Image Processing and Mathematical Morphology Fundamentals and applications" CRC Press. .
- Rafael C. Gonzalez, Richard Eugene Woods, Steven L. Eddins, "Digital Image Processing Using MATLAB", Pearson Education.
- for satellite image data base: www. cse. iitm. ac. in~sdasvplabsatellite. html
- Subhagata Chattopadhyay, Dilip Kumar Pratihar, Sanjib Chandra De Sarkar "A Comparative Study Of Fuzzy C-Means Algorithm And Entropy-Based Fuzzy clustering Algorithms"
- Yong Yang, Shuying Huang "Image Segmentation By Fuzzy C-Means Clustering Algorithm With A Novel Penalty Term"
- . A. H. Souri "An Approach to Automatic Road Detection on High Resolution Remotely Sensed Imagery"