03009nam a2200397 a 4500 20260818090456.0 .b11503397 AIT Thesis no. CS-91-30 Pallewatta, P. K. M. M. Developing a neural network based contextual classifier for cloud detection and making cloud free mosaic images Bangkok : Asian Institute of Technology, 1991 56 leaves Thesis ; no. CS-91-30 A thesis submitted in partial fulfillment of the requirement for the degree of master of engineering, School of Engineering and Technology Thesis (M.Eng.) - Asian Institute of Technology, 1991 Certain areas of the earth's surface are constantly covered by clouds during most of the time of the year. Obtaining cloud free images of such areas is an extremely difficult task. Neural networks can be meaningfully used as classifiers in situations where the data to be classified is of non parametric nature. This will be the situation encountered when we consider all the clouds as one class and all. the clear sky areas as another class. The classification accuracy can be increased if we take in to account the contextual dependencies between objects present in the image. The theory of statistical contextual classification is well developed and has been already successfully applied to cloud detection and classification. In this study we extend the contextual classification algorithms to neural networks. This method relives us from calculating complex class conditional distributions, and does not rely on the parametric nature of the distributions. The contextual features have been used to reduce the instances of misclassification produced by a pixel by pixel neural network cloud detector. This experimental part of this study has been carried out with 50m resolution MOS-1 (Marine Observation Satellite) data. A relatively cloud free mosaic image has also been made. Neural circuitry Pattern perception Hosomura T., Chairperson Hosomura T, Examination committee Zhao, Ming, Examination committee Government of Japan, Scholarship donor Asian Institute of Technology. Thesis ; no. CS-91-30 Full-Text http://203.159.5.9/ait-thesis/detail.php?q=B17352 .b11503397 mnait r 240404 0 960603 m a r 0 mnait mnarc 22 40 Barcode : 30050120676894 CREATED : 2013-11-22 RECORD # : i12749047 LPATRON : 0 LCHKIN : - # RENEWALS : 0 # OVERDUE : 0 IUSE3 : 0 TOT CHKOUT : 0 TOT RENEW : 0 Barcode : 30050120353320 CREATED : 2016-09-06 RECORD # : i13026975 LPATRON : 0 LCHKIN : - # RENEWALS : 0 # OVERDUE : 0 IUSE3 : 0 TOT CHKOUT : 0 TOT RENEW : 0 28203 28203 0 0 0 0 MAIN MAIN mnait 2026-08-18 50.00 0 AIT Thesis no. CS-91-30 30050120676894 2026-08-18 09:04:56 3 2026-08-18 22 0 0 0 0 MAIN MAIN mnarc 2026-08-18 0 AIT Thesis no. CS-91-30 30050120353320 2026-08-18 09:04:56 2026-08-18 40