/******************************************************************************* License: This software was developed at the National Institute of Standards and Technology (NIST) by employees of the Federal Government in the course of their official duties. Pursuant to title 17 Section 105 of the United States Code, this software is not subject to copyright protection and is in the public domain. NIST assumes no responsibility whatsoever for its use by other parties, and makes no guarantees, expressed or implied, about its quality, reliability, or any other characteristic. Disclaimer: This software was developed to promote biometric standards and biometric technology testing for the Federal Government in accordance with the USA PATRIOT Act and the Enhanced Border Security and Visa Entry Reform Act. Specific hardware and software products identified in this software were used in order to perform the software development. In no case does such identification imply recommendation or endorsement by the National Institute of Standards and Technology, nor does it imply that the products and equipment identified are necessarily the best available for the purpose. *******************************************************************************/ /*********************************************************************** LIBRARY: LFS - NIST Latent Fingerprint System FILE: DETECT.C AUTHOR: Michael D. Garris DATE: 08/16/1999 UPDATED: 10/04/1999 Version 2 by MDG UPDATED: 03/16/2005 by MDG Takes an 8-bit grayscale fingerpinrt image and detects minutiae as part of the NIST Latent Fingerprint System (LFS). *********************************************************************** ROUTINES: lfs_detect_minutiae_V2() get_minutiae() ***********************************************************************/ #include #include #include #include /************************************************************************* #cat: lfs_detect_minutiae_V2 - Takes a grayscale fingerprint image (of #cat: arbitrary size), and returns a set of image block maps, #cat: a binarized image designating ridges from valleys, #cat: and a list of minutiae (including position, reliability, #cat: type, direction, neighbors, and ridge counts to neighbors). #cat: The image maps include a ridge flow directional map, #cat: a map of low contrast blocks, a map of low ridge flow blocks. #cat: and a map of high-curvature blocks. Input: idata - input 8-bit grayscale fingerprint image data iw - width (in pixels) of the image ih - height (in pixels) of the image lfsparms - parameters and thresholds for controlling LFS Output: ominutiae - resulting list of minutiae odmap - resulting Direction Map {invalid (-1) or valid ridge directions} olcmap - resulting Low Contrast Map {low contrast (TRUE), high contrast (FALSE)} olfmap - resulting Low Ridge Flow Map {low ridge flow (TRUE), high ridge flow (FALSE)} ohcmap - resulting High Curvature Map {high curvature (TRUE), low curvature (FALSE)} omw - width (in blocks) of image maps omh - height (in blocks) of image maps obdata - resulting binarized image {0 = black pixel (ridge) and 255 = white pixel (valley)} obw - width (in pixels) of the binary image obh - height (in pixels) of the binary image Return Code: Zero - successful completion Negative - system error **************************************************************************/ static int lfs_detect_minutiae_V2(MINUTIAE **ominutiae, int **odmap, int **olcmap, int **olfmap, int **ohcmap, int *omw, int *omh, unsigned char **obdata, int *obw, int *obh, unsigned char *idata, const int iw, const int ih, const LFSPARMS *lfsparms) { unsigned char *pdata, *bdata; int pw, ph, bw, bh; DIR2RAD *dir2rad; DFTWAVES *dftwaves; ROTGRIDS *dftgrids; ROTGRIDS *dirbingrids; int *direction_map, *low_contrast_map, *low_flow_map, *high_curve_map; int mw, mh; int ret, maxpad; MINUTIAE *minutiae; /******************/ /* INITIALIZATION */ /******************/ /* If LOG_REPORT defined, open log report file. */ if((ret = open_logfile())) /* If system error, exit with error code. */ return(ret); /* Determine the maximum amount of image padding required to support */ /* LFS processes. */ maxpad = get_max_padding_V2(lfsparms->windowsize, lfsparms->windowoffset, lfsparms->dirbin_grid_w, lfsparms->dirbin_grid_h); /* Initialize lookup table for converting integer directions */ /* to angles in radians. */ if((ret = init_dir2rad(&dir2rad, lfsparms->num_directions))){ /* Free memory allocated to this point. */ return(ret); } /* Initialize wave form lookup tables for DFT analyses. */ /* used for direction binarization. */ if((ret = init_dftwaves(&dftwaves, dft_coefs, lfsparms->num_dft_waves, lfsparms->windowsize))){ /* Free memory allocated to this point. */ free_dir2rad(dir2rad); return(ret); } /* Initialize lookup table for pixel offsets to rotated grids */ /* used for DFT analyses. */ if((ret = init_rotgrids(&dftgrids, iw, ih, maxpad, lfsparms->start_dir_angle, lfsparms->num_directions, lfsparms->windowsize, lfsparms->windowsize, RELATIVE2ORIGIN))){ /* Free memory allocated to this point. */ free_dir2rad(dir2rad); free_dftwaves(dftwaves); return(ret); } /* Pad input image based on max padding. */ if(maxpad > 0){ /* May not need to pad at all */ if((ret = pad_uchar_image(&pdata, &pw, &ph, idata, iw, ih, maxpad, lfsparms->pad_value))){ /* Free memory allocated to this point. */ free_dir2rad(dir2rad); free_dftwaves(dftwaves); free_rotgrids(dftgrids); return(ret); } } else{ /* If padding is unnecessary, then copy the input image. */ pdata = (unsigned char *)malloc(iw*ih); if(pdata == (unsigned char *)NULL){ /* Free memory allocated to this point. */ free_dir2rad(dir2rad); free_dftwaves(dftwaves); free_rotgrids(dftgrids); fprintf(stderr, "ERROR : lfs_detect_minutiae_V2 : malloc : pdata\n"); return(-580); } memcpy(pdata, idata, iw*ih); pw = iw; ph = ih; } /* Scale input image to 6 bits [0..63] */ /* !!! Would like to remove this dependency eventualy !!! */ /* But, the DFT computations will need to be changed, and */ /* could not get this work upon first attempt. Also, if not */ /* careful, I think accumulated power magnitudes may overflow */ /* doubles. */ bits_8to6(pdata, pw, ph); print2log("\nINITIALIZATION AND PADDING DONE\n"); /******************/ /* MAPS */ /******************/ /* Generate block maps from the input image. */ if((ret = gen_image_maps(&direction_map, &low_contrast_map, &low_flow_map, &high_curve_map, &mw, &mh, pdata, pw, ph, dir2rad, dftwaves, dftgrids, lfsparms))){ /* Free memory allocated to this point. */ free_dir2rad(dir2rad); free_dftwaves(dftwaves); free_rotgrids(dftgrids); free(pdata); return(ret); } /* Deallocate working memories. */ free_dir2rad(dir2rad); free_dftwaves(dftwaves); free_rotgrids(dftgrids); print2log("\nMAPS DONE\n"); /******************/ /* BINARIZARION */ /******************/ /* Initialize lookup table for pixel offsets to rotated grids */ /* used for directional binarization. */ if((ret = init_rotgrids(&dirbingrids, iw, ih, maxpad, lfsparms->start_dir_angle, lfsparms->num_directions, lfsparms->dirbin_grid_w, lfsparms->dirbin_grid_h, RELATIVE2CENTER))){ /* Free memory allocated to this point. */ free(pdata); free(direction_map); free(low_contrast_map); free(low_flow_map); free(high_curve_map); return(ret); } /* Binarize input image based on NMAP information. */ if((ret = binarize_V2(&bdata, &bw, &bh, pdata, pw, ph, direction_map, mw, mh, dirbingrids, lfsparms))){ /* Free memory allocated to this point. */ free(pdata); free(direction_map); free(low_contrast_map); free(low_flow_map); free(high_curve_map); free_rotgrids(dirbingrids); return(ret); } /* Deallocate working memory. */ free_rotgrids(dirbingrids); /* Check dimension of binary image. If they are different from */ /* the input image, then ERROR. */ if((iw != bw) || (ih != bh)){ /* Free memory allocated to this point. */ free(pdata); free(direction_map); free(low_contrast_map); free(low_flow_map); free(high_curve_map); free(bdata); fprintf(stderr, "ERROR : lfs_detect_minutiae_V2 :"); fprintf(stderr,"binary image has bad dimensions : %d, %d\n", bw, bh); return(-581); } print2log("\nBINARIZATION DONE\n"); /******************/ /* DETECTION */ /******************/ /* Convert 8-bit grayscale binary image [0,255] to */ /* 8-bit binary image [0,1]. */ gray2bin(1, 1, 0, bdata, iw, ih); /* Allocate initial list of minutia pointers. */ if((ret = alloc_minutiae(&minutiae, MAX_MINUTIAE))){ return(ret); } /* Detect the minutiae in the binarized image. */ if((ret = detect_minutiae_V2(minutiae, bdata, iw, ih, direction_map, low_flow_map, high_curve_map, mw, mh, lfsparms))){ /* Free memory allocated to this point. */ free(pdata); free(direction_map); free(low_contrast_map); free(low_flow_map); free(high_curve_map); free(bdata); return(ret); } if((ret = remove_false_minutia_V2(minutiae, bdata, iw, ih, direction_map, low_flow_map, high_curve_map, mw, mh, lfsparms))){ /* Free memory allocated to this point. */ free(pdata); free(direction_map); free(low_contrast_map); free(low_flow_map); free(high_curve_map); free(bdata); free_minutiae(minutiae); return(ret); } print2log("\nMINUTIA DETECTION DONE\n"); /******************/ /* RIDGE COUNTS */ /******************/ if((ret = count_minutiae_ridges(minutiae, bdata, iw, ih, lfsparms))){ /* Free memory allocated to this point. */ free(pdata); free(direction_map); free(low_contrast_map); free(low_flow_map); free(high_curve_map); free_minutiae(minutiae); return(ret); } print2log("\nNEIGHBOR RIDGE COUNT DONE\n"); /******************/ /* WRAP-UP */ /******************/ /* Convert 8-bit binary image [0,1] to 8-bit */ /* grayscale binary image [0,255]. */ gray2bin(1, 255, 0, bdata, iw, ih); /* Deallocate working memory. */ free(pdata); /* Assign results to output pointers. */ *odmap = direction_map; *olcmap = low_contrast_map; *olfmap = low_flow_map; *ohcmap = high_curve_map; *omw = mw; *omh = mh; *obdata = bdata; *obw = bw; *obh = bh; *ominutiae = minutiae; /* If LOG_REPORT defined, close log report file. */ if((ret = close_logfile())) return(ret); return(0); } /************************************************************************* ************************************************************************** #cat: get_minutiae - Takes a grayscale fingerprint image, binarizes the input #cat: image, and detects minutiae points using LFS Version 2. #cat: The routine passes back the detected minutiae, the #cat: binarized image, and a set of image quality maps. Input: idata - grayscale fingerprint image data iw - width (in pixels) of the grayscale image ih - height (in pixels) of the grayscale image id - pixel depth (in bits) of the grayscale image ppmm - the scan resolution (in pixels/mm) of the grayscale image lfsparms - parameters and thresholds for controlling LFS Output: ominutiae - points to a structure containing the detected minutiae oquality_map - resulting integrated image quality map odirection_map - resulting direction map olow_contrast_map - resulting low contrast map olow_flow_map - resulting low ridge flow map ohigh_curve_map - resulting high curvature map omap_w - width (in blocks) of image maps omap_h - height (in blocks) of image maps obdata - points to binarized image data obw - width (in pixels) of binarized image obh - height (in pixels) of binarized image obd - pixel depth (in bits) of binarized image Return Code: Zero - successful completion Negative - system error **************************************************************************/ int get_minutiae(MINUTIAE **ominutiae, int **oquality_map, int **odirection_map, int **olow_contrast_map, int **olow_flow_map, int **ohigh_curve_map, int *omap_w, int *omap_h, unsigned char **obdata, int *obw, int *obh, int *obd, unsigned char *idata, const int iw, const int ih, const int id, const double ppmm, const LFSPARMS *lfsparms) { int ret; MINUTIAE *minutiae; int *direction_map, *low_contrast_map, *low_flow_map; int *high_curve_map, *quality_map; int map_w, map_h; unsigned char *bdata; int bw, bh; /* If input image is not 8-bit grayscale ... */ if(id != 8){ fprintf(stderr, "ERROR : get_minutiae : input image pixel "); fprintf(stderr, "depth = %d != 8.\n", id); return(-2); } /* Detect minutiae in grayscale fingerpeint image. */ if((ret = lfs_detect_minutiae_V2(&minutiae, &direction_map, &low_contrast_map, &low_flow_map, &high_curve_map, &map_w, &map_h, &bdata, &bw, &bh, idata, iw, ih, lfsparms))){ return(ret); } /* Build integrated quality map. */ if((ret = gen_quality_map(&quality_map, direction_map, low_contrast_map, low_flow_map, high_curve_map, map_w, map_h))){ free_minutiae(minutiae); free(direction_map); free(low_contrast_map); free(low_flow_map); free(high_curve_map); free(bdata); return(ret); } /* Assign reliability from quality map. */ if((ret = combined_minutia_quality(minutiae, quality_map, map_w, map_h, lfsparms->blocksize, idata, iw, ih, id, ppmm))){ free_minutiae(minutiae); free(direction_map); free(low_contrast_map); free(low_flow_map); free(high_curve_map); free(quality_map); free(bdata); return(ret); } /* Set output pointers. */ *ominutiae = minutiae; *oquality_map = quality_map; *odirection_map = direction_map; *olow_contrast_map = low_contrast_map; *olow_flow_map = low_flow_map; *ohigh_curve_map = high_curve_map; *omap_w = map_w; *omap_h = map_h; *obdata = bdata; *obw = bw; *obh = bh; *obd = id; /* Return normally. */ return(0); }