Spatial AdaBoost: 例題作成プログラム
``Supervised Image Classification by Contextual AdaBoost
Based on Posteriors in Neighborhoods"
by R. Nishii and S. Eguchi (2005)
IEEE Transactions on Geoscience and Remote Sensing, 43(11), 2547-2554.
空間データの判別を実行する Matlab ソースファイルとシミュレーションデータ がダウンロードできます.
Multispectral images with variance = 1
Multispectral images with variance = 4
Subroutine for tuning the coefficient
Subroutine for deriving neighborhood information
Spatial AdaBoost soruce file for DataGen20.mat
Spatial AdaBoost soruce file for DataGen23.mat
6 つのファイルすべてを同じディレクトリにおき,
Matlab を起動して下さい.
BoostLogPost20.m か BoostLogPost23.m を実行すると計算できます.
カラー画像
``A Markov random field-based approach to decision level fusion
for remote sensing image classification,"
by R. Nishii (2003)
in IEEE Transactions on Geoscience and Remote Sensing, vol. 41 (10),
pp. 2316 - 2319.
カラー画像
``Contextual image fusion based on Markov random fields
and its applications to geo-spatial image enhancement"
by R. Nishii and Y. Morisaki (2002)
in Advances in Statistics, Combinatorics and Related Areas, 2002
Gulati et al. (Eds.), World Scientific, New Jersey, pp. 167 - 179.
誤差行列の評価を行う C-プログラム
This program is used in the paper
``Accuracy and inaccuracy assessments in land-cover classification",
by R. Nishii and S. Tanaka (1999)
in IEEE Transactions on Geoscience and Remote Sensing,
vol. 37(1), pp. 491 - 498.