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Sod/samples/license_plate_detection.c

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/*
* Programming introduction with the SOD Embedded Image Processing API.
* Copyright (C) PixLab | Symisc Systems, https://sod.pixlab.io
*/
/*
* Compile this file together with the SOD embedded source code to generate
* the executable. For example:
*
* gcc sod.c license_plate_detection.c -lm -Ofast -march=native -Wall -std=c99 -o sod_img_proc
*
* Under Microsoft Visual Studio (>= 2015), just drop `sod.c` and its accompanying
* header files on your source tree and you're done. If you have any trouble
* integrating SOD in your project, please submit a support request at:
* https://sod.pixlab.io/support.html
*/
/*
* This simple program is a quick introduction on how to embed and start
* experimenting with SOD without having to do a lot of tedious
* reading and configuration.
*
* Make sure you have the latest release of SOD from:
* https://pixlab.io/downloads
* The SOD Embedded C/C++ documentation is available at:
* https://sod.pixlab.io/api.html
*/
#include <stdio.h>
#include <sys/stat.h>
#include <sys/types.h>
#include <fcntl.h>
#include <unistd.h>
#include <stdlib.h>
#include "sod.h"
#include "get_time.h"
/*
* Frontal License Plate detection without deep-learning. Only image processing code.
*/
static int filter_cb(int width, int height)
{
/* A filter callback invoked by the blob routine each time
* a potential blob region is identified.
* We use the `width` and `height` parameters supplied
* to discard regions of non interest (i.e. too big or too small).
*/
if ((width > 300 && height > 200) || width < 45 || height < 45) {
/* Ignore small or big boxes (You should take in consideration
* U.S plate size here and adjust accordingly).
*/
return 0; /* Discarded region */
}
return 1; /* Accepted region */
}
#define MAX_IMG_SIZE (1024*1024)
int main(int argc, char *argv[])
{
// struct stat stbf;
unsigned char *zInpbuf = NULL;
unsigned long long s = get_time(), e;
/* Input image (pass a path or use the test image shipped with the samples ZIP archive) */
// const char *zInput = argc > 1 ? argv[1] : "./plate.jpg";
// /* Processed output image path */
// const char *zOut = argc > 2 ? argv[2] : "./out_plate.jpg";
// int r = stat(zInput, &stbf);
// if (r < 0) {
// perror("stat");
// return -1;
// }
// zInpbuf = malloc(stbf.st_size);
// //memset(zInpbuf, 0, stbf.st_size);
// int zIfd = open(zInput, O_RDONLY);
// if (zIfd < 0) {
// perror("open");
// return -1;
// }
// r = read(zIfd, zInpbuf, stbf.st_size);
// if (r < stbf.st_size) {
// perror("read");
// return -1;
// }
// close(zIfd);
zInpbuf = malloc(MAX_IMG_SIZE);
if (!zInpbuf) return -1;
size_t zImgSz = read(0, zInpbuf, MAX_IMG_SIZE);
if (zImgSz <= 0) {
if (zImgSz < 0) perror("read");
free(zInpbuf);
return -1;
}
/* Load the input image in the grayscale colorspace */
//sod_img imgIn = sod_img_load_grayscale(zInput);
sod_img imgIn = sod_img_load_from_mem(zInpbuf, zImgSz, SOD_IMG_GRAYSCALE);
if (imgIn.data == 0) {
/* Invalid path, unsupported format, memory failure, etc. */
puts("Cannot load input image..exiting");
return 0;
}
/* A full color copy of the input image so we can draw rose boxes
* marking the plate in question if any.
*/
//sod_img imgCopy = sod_img_load_color(zInput);
sod_img imgCopy = sod_img_load_from_mem(zInpbuf, zImgSz, SOD_IMG_COLOR);
/* Obtain a binary image first */
sod_img binImg = sod_threshold_image(imgIn, 0.5);
/*
* Perform Canny edge detection next which is a mandatory step
*/
sod_img cannyImg = sod_canny_edge_image(binImg, 1/* Reduce noise */);
/*
* Dilate the image say 12 times but you should experiment
* with different values for best results which depend
* on the quality of the input image/frame. */
sod_img dilImg = sod_dilate_image(cannyImg, 12);
/* Perform connected component labeling or blob detection
* now on the binary, canny edged, Gaussian noise reduced and
* finally dilated image using our filter callback that should
* discard small or large rectangle areas.
*/
sod_box *box = 0;
int i, nbox;
sod_image_find_blobs(dilImg, &box, &nbox, filter_cb);
/* Draw a box on each potential plate coordinates */
for (i = 0; i < nbox; i++) {
sod_image_draw_bbox_width(imgCopy, box[i], 5, 255., 0, 225.); // rose box
}
sod_image_blob_boxes_release(box);
/* Finally save the output image to the specified path */
sod_img_save_as_jpeg(imgCopy, NULL, 0);
/* Cleanup */
sod_free_image(imgIn);
sod_free_image(cannyImg);
sod_free_image(binImg);
sod_free_image(dilImg);
sod_free_image(imgCopy);
free(zInpbuf);
e = get_time();
print_time(s, e);
return 0;
}