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:S2 to T3 success! INFO:mylog:refine_lee filter success! INFO:mylog:progress bar: 30% INFO:mylog:Freeman successful INFO:mylog:Yamaguchi successful 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_cal_geo.tif', '4: HV_cal_geo.tif', '5: VH_cal_geo.tif', '6: VV_cal_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:[0.01414486 0.07175734 0.20167104 0.09536278 0.07942236 0.08267835 0.09132492 0.03566768 0.08239434 0.109387 0.13618934],threshold=0.07 INFO:mylog:optimal_feature:[2, 10, 9, 3, 6, 5, 8, 4, 1] INFO:mylog:correlation_map: [[0. 0.89671468 0.3476367 0.53154016 0.54603478 0.6627598 0.52659843 0.6846655 0.13586124] [0. 0. 0.19075738 0.43859277 0.43134722 0.63474014 0.31180745 0.64948204 0.06985773] [0. 0. 0. 0.77293233 0.79616044 0.02984477 0.07223252 0.04837735 0.93695043] [0. 0. 0. 0. 0.74820557 0.23174254 0.11047347 0.24912058 0.70433096] [0. 0. 0. 0. 0. 0.22269955 0.10172844 0.23929064 0.70476954] [0. 0. 0. 0. 0. 0. 0.52780036 0.65145266 0.04949848] [0. 0. 0. 0. 0. 0. 0. 0.53933103 0.1289393 ] [0. 0. 0. 0. 0. 0. 0. 0. 0.03833884] [0. 0. 0. 0. 0. 0. 0. 0. 0. ]] INFO:mylog:validity_list_corr:[2 9 3 6 5 8 4] INFO:mylog:[2 9 3 6 5 8 4] INFO:mylog:train_feature:['2: Freeman_Vol_geo.tif' '9: Yamaguchi4_Odd_geo.tif' '3: HH_cal_geo.tif' '6: VV_cal_geo.tif' '5: VH_cal_geo.tif' '8: Yamaguchi4_Hlx_geo.tif' '4: HV_cal_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_cal_geo', 'HV_cal_geo', 'VH_cal_geo', 'VV_cal_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: 0:21:33.897159