INFO:mylog:sysdir: D:\estar-proj\microproduct-l-sar\vegetationPhenology-L-SAR INFO:mylog:init algXML succeed INFO:mylog:create new workspace success! INFO:mylog:check_source success! INFO:mylog:progress bar: 10% 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:scope2:[[130.40576233571758, 47.936153520704124], [131.8327786879565, 47.936153520704124], [130.40576233571758, 47.10644445056424], [131.8327786879565, 47.10644445056424]] INFO:root:scope roi :[(130.58930555555554, 47.428472222222226), (130.58930555555554, 47.875416666666666), (131.11458333333331, 47.875416666666666), (131.11458333333331, 47.428472222222226)] INFO:mylog:cut LT1B_MONO_MYC_STRIP4_005860_E130.9_N47.7_20230327_SLC_AHV_L1A_0000086966-ortho_sim_ori success! INFO:mylog:cut Covering success! INFO:mylog:preprocess_handle success! INFO:mylog:progress bar: 10% INFO:mylog:1,water,num:89608 INFO:mylog:max number =45047, random select45047 point as train data! INFO:mylog:2,road,num:148509 INFO:mylog:max number =45047, random select45047 point as train data! INFO:mylog:3,crop,num:45047 INFO:mylog:max number =45047, random select45047 point as train data! INFO:mylog:read phenology Measure.csv success! INFO:mylog:img to T3 success! INFO:mylog:refine_lee filter success! INFO:mylog:Freeman successful INFO:mylog:Yamaguchi successful INFO:mylog:create_features success! INFO:mylog:progress bar: 20% INFO:mylog:gene_train_set success! INFO:mylog:feature_list:['0: Freeman_Dbl_geo.tif', '1: Freeman_Odd_geo.tif', '2: Freeman_Vol_geo.tif', '3: Yamaguchi4_Dbl_geo.tif', '4: Yamaguchi4_Hlx_geo.tif', '5: Yamaguchi4_Odd_geo.tif', '6: Yamaguchi4_Vol_geo.tif'] INFO:mylog:generate train and test set success! INFO:mylog:progress bar: 30% INFO:mylog:importances:[0.01383032 0.12280543 0.27167702 0.03834972 0.13233643 0.18864775 0.23235332],threshold=0.3 INFO:mylog:optimal_feature:[] ERROR:mylog:optimal_feature is empty INFO:mylog:correlation_map: [[0. 0.89670726 0.36627257 0.52989118 0.15622934 0.05912766 0.0844654 ] [0. 0. 0.21113636 0.32034317 0.08750219 0.07666747 0.08534196] [0. 0. 0. 0.06519414 0.93982708 0.0971871 0.04318965] [0. 0. 0. 0. 0.11854094 0.13720212 0.07499628] [0. 0. 0. 0. 0. 0.12754875 0.06251975] [0. 0. 0. 0. 0. 0. 0.66128273] [0. 0. 0. 0. 0. 0. 0. ]] INFO:mylog:validity_list_corr:[2 5 4 3 0] INFO:mylog:[2 5 4 3 0] INFO:mylog:train_feature:['2: Freeman_Vol_geo.tif' '5: Yamaguchi4_Odd_geo.tif' '4: Yamaguchi4_Hlx_geo.tif' '3: Yamaguchi4_Dbl_geo.tif' '0: Freeman_Dbl_geo.tif'] INFO:mylog:RF trainning INFO:mylog:RF train success! INFO:mylog:mode testing INFO:mylog:block size is :3072 INFO:mylog:test_feature:dict_keys(['Freeman_Dbl_geo', 'Freeman_Vol_geo', 'Yamaguchi4_Dbl_geo', 'Yamaguchi4_Hlx_geo', 'Yamaguchi4_Odd_geo']) INFO:mylog:blocking tifs success! INFO:mylog:create features matrix success!