INFO:mylog:sysdir: D:\estar-proj\microproduct-l-sar\landcover-L-SAR INFO:mylog:init algXML succeed INFO:mylog:create new workspace success! INFO:mylog:check_source success! INFO:root:scope0:[[130.58930555555554, 47.875416666666666], [131.11458333333331, 47.875416666666666], [130.58930555555554, 47.428472222222226], [131.11458333333331, 47.428472222222226]] INFO:root:scope1:[[130.58930555555554, 47.875416666666666], [131.11458333333331, 47.875416666666666], [130.58930555555554, 47.428472222222226], [131.11458333333331, 47.428472222222226]] INFO:root:scope roi :[(130.58930555555554, 47.428472222222226), (130.58930555555554, 47.875416666666666), (131.11458333333331, 47.875416666666666), (131.11458333333331, 47.428472222222226)] INFO:mylog:cut sim_ori success! INFO:mylog:preprocess_handle success! INFO:mylog:1,water,num:89608 INFO:mylog:max number =10000, random select10000 point as train data! INFO:mylog:2,road,num:148509 INFO:mylog:max number =10000, random select10000 point as train data! INFO:mylog:3,crop,num:45047 INFO:mylog:max number =10000, random select10000 point as train data! INFO:mylog:read csv data success! INFO:mylog:progress bar: 20% INFO:mylog:refine_lee filter success! INFO:mylog:progress bar: 30% INFO:root:feature_tif_paths:{'Freeman_Dbl': 'D:\\micro\\LWork\\LandCover\\Temporary\\processing\\feature_tif\\Freeman_Dbl.tif', 'Freeman_Odd': 'D:\\micro\\LWork\\LandCover\\Temporary\\processing\\feature_tif\\Freeman_Odd.tif', 'Freeman_Vol': 'D:\\micro\\LWork\\LandCover\\Temporary\\processing\\feature_tif\\Freeman_Vol.tif', 'Yamaguchi4_Dbl': 'D:\\micro\\LWork\\LandCover\\Temporary\\processing\\feature_tif\\Yamaguchi4_Dbl.tif', 'Yamaguchi4_Hlx': 'D:\\micro\\LWork\\LandCover\\Temporary\\processing\\feature_tif\\Yamaguchi4_Hlx.tif', 'Yamaguchi4_Odd': 'D:\\micro\\LWork\\LandCover\\Temporary\\processing\\feature_tif\\Yamaguchi4_Odd.tif', 'Yamaguchi4_Vol': 'D:\\micro\\LWork\\LandCover\\Temporary\\processing\\feature_tif\\Yamaguchi4_Vol.tif'} INFO:mylog:decompose feature success! INFO:mylog:progress bar: 50% INFO:mylog:feature_list:['0: Freeman_Dbl_geo.tif', '1: Freeman_Odd_geo.tif', '2: Freeman_Vol_geo.tif', '3: HH_geo.tif', '4: HV_geo.tif', '5: VH_geo.tif', '6: VV_geo.tif', '7: Yamaguchi4_Dbl_geo.tif', '8: Yamaguchi4_Hlx_geo.tif', '9: Yamaguchi4_Odd_geo.tif', '10: Yamaguchi4_Vol_geo.tif'] INFO:mylog:gene_train_set success! INFO:mylog:importances:[0.01345728 0.08030793 0.19998456 0.08862919 0.07922134 0.07908471 0.09141777 0.03486326 0.08361669 0.10833262 0.14108465],threshold=0.07 INFO:mylog:optimal_feature:[2, 10, 9, 6, 3, 8, 1, 4, 5] INFO:mylog:correlation_map: [[0. 0.8949268 0.35909693 0.540319 0.5255877 0.51631901 0.15386267 0.66493226 0.6532548 ] [0. 0. 0.2082941 0.43162995 0.43429836 0.31024572 0.09145156 0.63592983 0.62960317] [0. 0. 0. 0.80898481 0.79945993 0.08127209 0.9420081 0.04272205 0.02908987] [0. 0. 0. 0. 0.75470725 0.08134001 0.72615951 0.21924918 0.20997542] [0. 0. 0. 0. 0. 0.08638082 0.73653416 0.22030954 0.21031874] [0. 0. 0. 0. 0. 0. 0.12765872 0.52023269 0.52175055] [0. 0. 0. 0. 0. 0. 0. 0.03650561 0.04599542] [0. 0. 0. 0. 0. 0. 0. 0. 0.65095718] [0. 0. 0. 0. 0. 0. 0. 0. 0. ]] INFO:mylog:validity_list_corr:[2 9 6 3 8 4 5] INFO:mylog:[2 9 6 3 8 4 5] INFO:mylog:train_feature:['2: Freeman_Vol_geo.tif' '9: Yamaguchi4_Odd_geo.tif' '6: VV_geo.tif' '3: HH_geo.tif' '8: Yamaguchi4_Hlx_geo.tif' '4: HV_geo.tif' '5: VH_geo.tif'] INFO:mylog:RF trainning INFO:mylog:RF train successful INFO:mylog:progress bar: 60% INFO:mylog:block size is :3072 INFO:mylog:test_feature:dict_keys(['Freeman_Vol_geo', 'HH_geo', 'HV_geo', 'VH_geo', 'VV_geo', 'Yamaguchi4_Hlx_geo', 'Yamaguchi4_Odd_geo']) INFO:mylog:blocking tifs success! INFO:mylog:create features matrix success! INFO:mylog:testing INFO:mylog:test success! INFO:mylog:progress bar: 95% INFO:mylog:trans_tif2mask success, path: D:\micro\LWork\LandCover\Temporary\processing\tif_mask.tif INFO:mylog:create ROI image success! INFO:mylog:process_handle success! INFO:mylog:successful production of LandCover products! INFO:mylog:running use time: 0:28:08.480083