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- /**************************************************************
- *
- * MODULE: v.lidar.edgedetection
- *
- * AUTHOR(S): Original version in GRASS 5.4 (s.edgedetection):
- * Maria Antonia Brovelli, Massimiliano Cannata,
- * Ulisse Longoni and Mirko Reguzzoni
- *
- * Update for GRASS 6.X and improvements:
- * Roberto Antolin and Gonzalo Moreno
- *
- * PURPOSE: Detection of object's edges on a LIDAR data set
- *
- * COPYRIGHT: (C) 2006 by Politecnico di Milano -
- * Polo Regionale di Como
- *
- * This program is free software under the
- * GNU General Public License (>=v2).
- * Read the file COPYING that comes with GRASS
- * for details.
- *
- **************************************************************/
- /*INCLUDES*/
- #include <grass/config.h>
- #include <stdlib.h>
- #include <string.h>
- #include <math.h>
- #include "edgedetection.h"
- int nsply, nsplx, line_out_counter;
- double stepN, stepE;
- /**************************************************************************************
- **************************************************************************************/
- int main(int argc, char *argv[])
- {
- /* Variables' declarations */
- int nsplx_adj, nsply_adj;
- int nsubregion_col, nsubregion_row, subregion = 0, nsubregions = 0;
- double N_extension, E_extension, edgeE, edgeN;
- int dim_vect, nparameters, BW, npoints;
- double lambda_B, lambda_F, grad_H, grad_L, alpha, mean;
- const char *dvr, *db, *mapset;
- char table_interpolation[GNAME_MAX], table_name[GNAME_MAX];
- char xname[GNAME_MAX], xmapset[GMAPSET_MAX];
- int last_row, last_column, flag_auxiliar = FALSE;
- int *lineVect;
- double *TN, *Q, *parVect_bilin, *parVect_bicub; /* Interpolating and least-square vectors */
- double **N, **obsVect; /* Interpolation and least-square matrix */
- /* Structs' declarations */
- struct Map_info In, Out;
- struct Option *in_opt, *out_opt, *stepE_opt, *stepN_opt,
- *lambdaF_opt, *lambdaB_opt, *gradH_opt, *gradL_opt, *alfa_opt;
- struct Flag *spline_step_flag;
- struct GModule *module;
- struct Cell_head elaboration_reg, original_reg;
- struct Reg_dimens dims;
- struct bound_box general_box, overlap_box;
- struct Point *observ;
- dbDriver *driver;
- /*------------------------------------------------------------------------------------------*/
- /* Options' declaration */
- module = G_define_module();
- G_add_keyword(_("vector"));
- G_add_keyword(_("LIDAR"));
- G_add_keyword(_("edges"));
- module->description =
- _("Detects the object's edges from a LIDAR data set.");
- spline_step_flag = G_define_flag();
- spline_step_flag->key = 'e';
- spline_step_flag->label = _("Estimate point density and distance");
- spline_step_flag->description =
- _("Estimate point density and distance for the input vector points within the current region extends and quit");
- in_opt = G_define_standard_option(G_OPT_V_INPUT);
- out_opt = G_define_standard_option(G_OPT_V_OUTPUT);
- stepE_opt = G_define_option();
- stepE_opt->key = "see";
- stepE_opt->type = TYPE_DOUBLE;
- stepE_opt->required = NO;
- stepE_opt->answer = "4";
- stepE_opt->description =
- _("Interpolation spline step value in east direction");
- stepE_opt->guisection = _("Settings");
- stepN_opt = G_define_option();
- stepN_opt->key = "sen";
- stepN_opt->type = TYPE_DOUBLE;
- stepN_opt->required = NO;
- stepN_opt->answer = "4";
- stepN_opt->description =
- _("Interpolation spline step value in north direction");
- stepN_opt->guisection = _("Settings");
- lambdaB_opt = G_define_option();
- lambdaB_opt->key = "lambda_g";
- lambdaB_opt->type = TYPE_DOUBLE;
- lambdaB_opt->required = NO;
- lambdaB_opt->description =
- _("Regularization weight in gradient evaluation");
- lambdaB_opt->answer = "0.01";
- lambdaB_opt->guisection = _("Settings");
- gradH_opt = G_define_option();
- gradH_opt->key = "tgh";
- gradH_opt->type = TYPE_DOUBLE;
- gradH_opt->required = NO;
- gradH_opt->description =
- _("High gradient threshold for edge classification");
- gradH_opt->answer = "6";
- gradH_opt->guisection = _("Settings");
- gradL_opt = G_define_option();
- gradL_opt->key = "tgl";
- gradL_opt->type = TYPE_DOUBLE;
- gradL_opt->required = NO;
- gradL_opt->description =
- _("Low gradient threshold for edge classification");
- gradL_opt->answer = "3";
- gradL_opt->guisection = _("Settings");
- alfa_opt = G_define_option();
- alfa_opt->key = "theta_g";
- alfa_opt->type = TYPE_DOUBLE;
- alfa_opt->required = NO;
- alfa_opt->description = _("Angle range for same direction detection");
- alfa_opt->answer = "0.26";
- alfa_opt->guisection = _("Settings");
- lambdaF_opt = G_define_option();
- lambdaF_opt->key = "lambda_r";
- lambdaF_opt->type = TYPE_DOUBLE;
- lambdaF_opt->required = NO;
- lambdaF_opt->description =
- _("Regularization weight in residual evaluation");
- lambdaF_opt->answer = "2";
- lambdaF_opt->guisection = _("Settings");
- /* Parsing */
- G_gisinit(argv[0]);
- if (G_parser(argc, argv))
- exit(EXIT_FAILURE);
- line_out_counter = 1;
- stepN = atof(stepN_opt->answer);
- stepE = atof(stepE_opt->answer);
- lambda_F = atof(lambdaF_opt->answer);
- lambda_B = atof(lambdaB_opt->answer);
- grad_H = atof(gradH_opt->answer);
- grad_L = atof(gradL_opt->answer);
- alpha = atof(alfa_opt->answer);
- grad_L = grad_L * grad_L;
- grad_H = grad_H * grad_H;
- if (!(db = G__getenv2("DB_DATABASE", G_VAR_MAPSET)))
- G_fatal_error(_("Unable to read name of database"));
- if (!(dvr = G__getenv2("DB_DRIVER", G_VAR_MAPSET)))
- G_fatal_error(_("Unable to read name of driver"));
- /* Setting auxiliar table's name */
- if (G_name_is_fully_qualified(out_opt->answer, xname, xmapset)) {
- sprintf(table_name, "%s_aux", xname);
- sprintf(table_interpolation, "%s_edge_Interpolation", xname);
- }
- else {
- sprintf(table_name, "%s_aux", out_opt->answer);
- sprintf(table_interpolation, "%s_edge_Interpolation", out_opt->answer);
- }
- /* Something went wrong in a previous v.lidar.edgedetection execution */
- if (db_table_exists(dvr, db, table_name)) {
- /* Start driver and open db */
- driver = db_start_driver_open_database(dvr, db);
- if (driver == NULL)
- G_fatal_error(_("No database connection for driver <%s> is defined. Run db.connect."),
- dvr);
- if (P_Drop_Aux_Table(driver, table_name) != DB_OK)
- G_fatal_error(_("Old auxiliar table could not be dropped"));
- db_close_database_shutdown_driver(driver);
- }
- /* Something went wrong in a previous v.lidar.edgedetection execution */
- if (db_table_exists(dvr, db, table_interpolation)) {
- /* Start driver and open db */
- driver = db_start_driver_open_database(dvr, db);
- if (driver == NULL)
- G_fatal_error(_("No database connection for driver <%s> is defined. Run db.connect."),
- dvr);
- if (P_Drop_Aux_Table(driver, table_interpolation) != DB_OK)
- G_fatal_error(_("Old auxiliar table could not be dropped"));
- db_close_database_shutdown_driver(driver);
- }
- /* Checking vector names */
- Vect_check_input_output_name(in_opt->answer, out_opt->answer,
- GV_FATAL_EXIT);
- if ((mapset = G_find_vector2(in_opt->answer, "")) == NULL) {
- G_fatal_error(_("Vector map <%s> not found"), in_opt->answer);
- }
- Vect_set_open_level(1);
- /* Open input vector */
- if (1 > Vect_open_old(&In, in_opt->answer, mapset))
- G_fatal_error(_("Unable to open vector map <%s>"), in_opt->answer);
- /* Input vector must be 3D */
- if (!Vect_is_3d(&In))
- G_fatal_error(_("Input vector map <%s> is not 3D!"), in_opt->answer);
- /* Estimate point density and mean distance for current region */
- if (spline_step_flag->answer) {
- double dens, dist;
- if (P_estimate_splinestep(&In, &dens, &dist) == 0) {
- G_message("Estimated point density: %.4g", dens);
- G_message("Estimated mean distance between points: %.4g", dist);
- }
- else
- G_warning(_("No points in current region!"));
-
- Vect_close(&In);
- exit(EXIT_SUCCESS);
- }
- /* Open output vector */
- if (0 > Vect_open_new(&Out, out_opt->answer, WITH_Z))
- G_fatal_error(_("Unable to create vector map <%s>"), out_opt->answer);
- /* Copy vector Head File */
- Vect_copy_head_data(&In, &Out);
- Vect_hist_copy(&In, &Out);
- Vect_hist_command(&Out);
- /* Start driver and open db */
- driver = db_start_driver_open_database(dvr, db);
- if (driver == NULL)
- G_fatal_error(_("No database connection for driver <%s> is defined. Run db.connect."),
- dvr);
- /* Create auxiliar and interpolation table */
- if ((flag_auxiliar = P_Create_Aux4_Table(driver, table_name)) == FALSE)
- G_fatal_error(_("It was impossible to create <%s>."), table_name);
- if (P_Create_Aux2_Table(driver, table_interpolation) == FALSE)
- G_fatal_error(_("It was impossible to create <%s> interpolation table in database."),
- out_opt->answer);
- db_create_index2(driver, table_name, "ID");
- db_create_index2(driver, table_interpolation, "ID");
- /* sqlite likes that */
- db_close_database_shutdown_driver(driver);
- driver = db_start_driver_open_database(dvr, db);
- /* Setting regions and boxes */
- G_get_set_window(&original_reg);
- G_get_set_window(&elaboration_reg);
- Vect_region_box(&elaboration_reg, &overlap_box);
- Vect_region_box(&elaboration_reg, &general_box);
- /*------------------------------------------------------------------
- | Subdividing and working with tiles:
- | Each original region will be divided into several subregions.
- | Each one will be overlaped by its neighbouring subregions.
- | The overlapping is calculated as a fixed OVERLAP_SIZE times
- | the largest spline step plus 2 * edge
- ----------------------------------------------------------------*/
- /* Fixing parameters of the elaboration region */
- P_zero_dim(&dims);
- nsplx_adj = NSPLX_MAX;
- nsply_adj = NSPLY_MAX;
- if (stepN > stepE)
- dims.overlap = OVERLAP_SIZE * stepN;
- else
- dims.overlap = OVERLAP_SIZE * stepE;
- P_get_edge(P_BICUBIC, &dims, stepE, stepN);
- P_set_dim(&dims, stepE, stepN, &nsplx_adj, &nsply_adj);
- G_verbose_message(_("adjusted EW splines %d"), nsplx_adj);
- G_verbose_message(_("adjusted NS splines %d"), nsply_adj);
- /* calculate number of subregions */
- edgeE = dims.ew_size - dims.overlap - 2 * dims.edge_v;
- edgeN = dims.sn_size - dims.overlap - 2 * dims.edge_h;
- N_extension = original_reg.north - original_reg.south;
- E_extension = original_reg.east - original_reg.west;
- nsubregion_col = ceil(E_extension / edgeE) + 0.5;
- nsubregion_row = ceil(N_extension / edgeN) + 0.5;
- if (nsubregion_col < 0)
- nsubregion_col = 0;
- if (nsubregion_row < 0)
- nsubregion_row = 0;
- nsubregions = nsubregion_row * nsubregion_col;
- elaboration_reg.south = original_reg.north;
- last_row = FALSE;
- while (last_row == FALSE) { /* For each row */
- P_set_regions(&elaboration_reg, &general_box, &overlap_box, dims,
- GENERAL_ROW);
- if (elaboration_reg.north > original_reg.north) { /* First row */
- P_set_regions(&elaboration_reg, &general_box, &overlap_box, dims,
- FIRST_ROW);
- }
- if (elaboration_reg.south <= original_reg.south) { /* Last row */
- P_set_regions(&elaboration_reg, &general_box, &overlap_box, dims,
- LAST_ROW);
- last_row = TRUE;
- }
- nsply =
- ceil((elaboration_reg.north - elaboration_reg.south) / stepN) +
- 0.5;
- /*
- if (nsply > NSPLY_MAX) {
- nsply = NSPLY_MAX;
- }
- */
- G_debug(1, "nsply = %d", nsply);
- elaboration_reg.east = original_reg.west;
- last_column = FALSE;
- while (last_column == FALSE) { /* For each column */
- subregion++;
- if (nsubregions > 1)
- G_message(_("subregion %d of %d"), subregion, nsubregions);
- P_set_regions(&elaboration_reg, &general_box, &overlap_box, dims,
- GENERAL_COLUMN);
- if (elaboration_reg.west < original_reg.west) { /* First column */
- P_set_regions(&elaboration_reg, &general_box, &overlap_box,
- dims, FIRST_COLUMN);
- }
- if (elaboration_reg.east >= original_reg.east) { /* Last column */
- P_set_regions(&elaboration_reg, &general_box, &overlap_box,
- dims, LAST_COLUMN);
- last_column = TRUE;
- }
- nsplx =
- ceil((elaboration_reg.east - elaboration_reg.west) / stepE) +
- 0.5;
- /*
- if (nsplx > NSPLX_MAX) {
- nsplx = NSPLX_MAX;
- }
- */
- G_debug(1, "nsplx = %d", nsplx);
- /*Setting the active region */
- dim_vect = nsplx * nsply;
- G_debug(1, "read vector region map");
- observ =
- P_Read_Vector_Region_Map(&In, &elaboration_reg, &npoints,
- dim_vect, 1);
- if (npoints > 0) { /* If there is any point falling into elaboration_reg... */
- int i, tn;
- nparameters = nsplx * nsply;
- /* Mean's calculation */
- mean = P_Mean_Calc(&elaboration_reg, observ, npoints);
- /* Least Squares system */
- G_debug(1, _("Allocating memory for bilinear interpolation"));
- BW = P_get_BandWidth(P_BILINEAR, nsply); /* Bilinear interpolation */
- N = G_alloc_matrix(nparameters, BW); /* Normal matrix */
- TN = G_alloc_vector(nparameters); /* vector */
- parVect_bilin = G_alloc_vector(nparameters); /* Bilinear parameters vector */
- obsVect = G_alloc_matrix(npoints + 1, 3); /* Observation vector */
- Q = G_alloc_vector(npoints + 1); /* "a priori" var-cov matrix */
- lineVect = G_alloc_ivector(npoints + 1);
- /* Setting obsVect vector & Q matrix */
- for (i = 0; i < npoints; i++) {
- obsVect[i][0] = observ[i].coordX;
- obsVect[i][1] = observ[i].coordY;
- obsVect[i][2] = observ[i].coordZ - mean;
- lineVect[i] = observ[i].lineID;
- Q[i] = 1; /* Q=I */
- }
- G_free(observ);
- G_verbose_message(_("Bilinear interpolation"));
- normalDefBilin(N, TN, Q, obsVect, stepE, stepN, nsplx,
- nsply, elaboration_reg.west,
- elaboration_reg.south, npoints, nparameters,
- BW);
- nCorrectGrad(N, lambda_B, nsplx, nsply, stepE, stepN);
- G_math_solver_cholesky_sband(N, parVect_bilin, TN, nparameters, BW);
- G_free_matrix(N);
- for (tn = 0; tn < nparameters; tn++)
- TN[tn] = 0;
- G_debug(1, _("Allocating memory for bicubic interpolation"));
- BW = P_get_BandWidth(P_BICUBIC, nsply);
- N = G_alloc_matrix(nparameters, BW); /* Normal matrix */
- parVect_bicub = G_alloc_vector(nparameters); /* Bicubic parameters vector */
- G_verbose_message(_("Bicubic interpolation"));
- normalDefBicubic(N, TN, Q, obsVect, stepE, stepN, nsplx,
- nsply, elaboration_reg.west,
- elaboration_reg.south, npoints, nparameters,
- BW);
- nCorrectLapl(N, lambda_F, nsplx, nsply, stepE, stepN);
- G_math_solver_cholesky_sband(N, parVect_bicub, TN, nparameters, BW);
- G_free_matrix(N);
- G_free_vector(TN);
- G_free_vector(Q);
- G_verbose_message(_("Point classification"));
- classification(&Out, elaboration_reg, general_box,
- overlap_box, obsVect, parVect_bilin,
- parVect_bicub, mean, alpha, grad_H, grad_L,
- dims.overlap, lineVect, npoints, driver,
- table_interpolation, table_name);
- G_free_vector(parVect_bilin);
- G_free_vector(parVect_bicub);
- G_free_matrix(obsVect);
- G_free_ivector(lineVect);
- } /* IF */
- else {
- G_free(observ);
- G_warning(_("No data within this subregion. "
- "Consider changing the spline step."));
- }
- } /*! END WHILE; last_column = TRUE */
- } /*! END WHILE; last_row = TRUE */
- /* Dropping auxiliar table */
- if (npoints > 0) {
- G_debug(1, _("Dropping <%s>"), table_name);
- if (P_Drop_Aux_Table(driver, table_name) != DB_OK)
- G_warning(_("Auxiliar table could not be dropped"));
- }
- db_close_database_shutdown_driver(driver);
- Vect_close(&In);
- Vect_map_add_dblink(&Out, F_INTERPOLATION, NULL, table_interpolation,
- "id", db, dvr);
- Vect_close(&Out);
- G_done_msg(" ");
- exit(EXIT_SUCCESS);
- } /*!END MAIN */
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