The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences. Vol. XXXVII. Part B7. Beijing 2008
531
a) Asan reservoir b) Rana Pratap Sagar Dam
0 p 1 p = Membership Value
Figure 3. Single class water extracted from test data sets using
AWIFS Images
Sub-Pixel
Classification
Accuracy
Data of Asan
reservoir
Data of Rana
Pratap Sagar
Dam
User’s Accuracy (%)
Water
93.3
95.4
Producer’s Accuracy
Water
93.7
97.1
(%)
Overall Accuracy (%)
93.7
97.1
Table 2. User’s, Producer’s and Overall Accuracies for different
data sets.
REFERENCES
Arora M. K. and Foody G. M.,1997, Log-linear modeling for
the evaluation of the variable affecting the accuracy of
probabilistic, fuzzy and neural network classifications.
International Journal of Remote Sensing 18(4): 785-798.
Aziz, M. A.2004. Evaluation of soft classifiers for remote
sensing data, unpublished Ph.D thesis, IIT Roorkee, Roorkee,
India.
Benediktsson J. A. and Sveinsson J. R.,1997, Feature extraction
for multisource data classification with artificial neural
networks. International Journal of Remote Sensing, Vol. 18, no.
4, 727-740.
Bezdek, J. C.,1981, Pattern Recognition with Fuzzy Objective
Function Algorithms, Plenum, New York, USA.
Binaghi, E., Brivio, P. A., Chessi, P. and Rampini, A. 1999. A
fuzzy Set based Accuracy Assessment of Soft Classification.
Pattern Recognition letters, 20, 935-948.
Congalton, R. G.1991, A review of assessing the accuracy of
classifications of remotely sensed data. Remote Sensing of
Environment, 37, 35-47.
Côté S. and Tatnall A. R. L.,1997, The Hopfield neural network
as a tool for feature tracking and recognition from satellite
sensor images. International Journal of Remote Sensing, Vol.
18, no. 4, 871-885.
Jensen, J. R.1996. Introductory Digital Image Processing: A
Remote Sensing Perspective - 2nd edition (USA: Prentice Hall
PTR).
Krishnapuram R. and Keller J. M.,1993, A possiblistic approach
to clustering, IEEE Transactions on Fuzzy Systems, 1, 98 - 108.
Kumar, A., Ghosh, S. K., and Dadhwal, V. K.,2006, Sub-Pixel
Land Cover Mapping: SMIC System. ISPRS International
Symposium on "Geospatial Databases for Sustainable
Development" Goa, India, September 27- 30, 2006.
Murai H. and Omatu S.,1997, Remote sensing image analysis
using a neural network and knowledge-based processing.
International Journal of Remote Sensing, Vol. 18, no. 4, 811—
828.
Figure 1 : Single class water extracted using PCM classifier