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work1.c
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#include <libavcodec/avcodec.h>
#include <libavformat/avformat.h>
#include <libavutil/imgutils.h>
#include <libswscale/swscale.h>
#include <stdio.h>
#include <leptonica/allheaders.h>
#include <tesseract/capi.h>
#define BLACK 20.0
#define YELLOW 70.0
#define min_f(a, b, c) (fminf(a, fminf(b, c)))
#define max_f(a, b, c) (fmaxf(a, fmaxf(b, c)))
int xflag = 0;
int last_index =0;
int skip_frames = 12;
int continue_flag = 0;
int count_frame = 0;
int pre_index;
int pre_flag;
int t_flag = 0;
//Global Offset for Stitching
int offset = 5;
PIX *pix_temp, pix_temp_a;
PIX *pixa, *pix1, *second_pix;
l_int32 w, d;
float check_frames(PIX* im1, PIX* im2){
l_int32 type, comptype, d1, d2, same, first, last;
l_float32 fract, diff, rmsdiff;
NUMA *na1;
PIX *pixd, *pix1;
char write_path[100];
d1 = pixGetDepth(im1);
d2 = pixGetDepth(im2);
if (d1 == 1 && d2 == 1) {
pixEqual(im1, im2, &same);
if (same) {
return 1;
}
else {
comptype = L_COMPARE_XOR;
pixCompareBinary(im1, im2, comptype, &fract, &pixd);
return fract;
}
}
else {
//comptype = L_COMPARE_ABS_DIFF;
comptype = L_COMPARE_SUBTRACT;
pixCompareGrayOrRGB(im1, im2, comptype, GPLOT_PNG, &same, &diff, &rmsdiff, &pixd);
if (same){
return 1;
}
else {
fprintf(stderr, "Images differ: <diff> = %10.6f\n", diff);
return diff;
}
}
}
int stitch_images(PIX* im1, PIX* im2, int index, int endpoint){
l_int32 type, comptype, d1, d2, same, first, last;
l_float32 fract, diff, rmsdiff;
l_int32 a_same;
NUMA *na1;
PIX *pixd, *pix1;
char write_path[100];
d1 = pixGetDepth(im1);
d2 = pixGetDepth(im2);
printf("%s","MMuna");
pixEqual(im1, second_pix, &a_same);
if (d1 == 1 && d2 == 1) {
pixEqual(im1, im2, &same);
if (same) {
fprintf(stderr, "Images are identical\n");
pixd = pixCreateTemplate(im1); /* write empty pix for diff */
}
else {
comptype = L_COMPARE_XOR;
pixCompareBinary(im1, im2, comptype, &fract, &pixd);
}
}
else {
//comptype = L_COMPARE_ABS_DIFF;
comptype = L_COMPARE_SUBTRACT;
pixCompareGrayOrRGB(im1, im2, comptype, GPLOT_PNG, &same, &diff, &rmsdiff, &pixd);
if (same){
fprintf(stderr, "Images are identical\n");
}
else {
fprintf(stderr, "Images differ: <diff> = %10.6f\n", diff);
fprintf(stderr, " <rmsdiff> = %10.6f\n", rmsdiff);
if (diff >= 20){
pixSaveTiled(im1, pixa, 1.0, 0, 1,1);
pixSaveTiled(im2, pixa, 1.0, 0, 1,1);
pix1 = pixaDisplay(pixa, w*2, 0.80*d);
sprintf(write_path,"im%04d.jpg",index);
if (count_frame % 2 == 0)
pixWrite(write_path,pix1,IFF_JFIF_JPEG);
count_frame++;
pixa = pixaCreate(5);
}
}
if (d1 != 16 && !same) {
na1 = pixCompareRankDifference(im1, im2, 1);
if (na1) {
if (na1->array[250] < 10){
printf("%20.10f\n", na1->array[250]);
}
}
}
}
return 1;
}
void rgb2lab(float R, float G, float B,float *L, float *a, float *b){
//Conversion to the CIE-LAB color space to get the Luminance
float X, Y, Z, fX, fY, fZ;
X = 0.412453*R + 0.357580*G + 0.180423*B;
Y = 0.212671*R + 0.715160*G + 0.072169*B;
Z = 0.019334*R + 0.119193*G + 0.950227*B;
X /= (255 * 0.950456);
Y /= 255;
Z /= (255 * 1.088754);
if (Y > 0.008856)
{
fY = pow(Y, 1.0/3.0);
*L = 116.0*fY - 16.0;
}
else
{
fY = 7.787*Y + 16.0/116.0;
*L = 903.3*Y;
}
if (X > 0.008856)
fX = pow(X, 1.0/3.0);
else
fX = 7.787*X + 16.0/116.0;
if (Z > 0.008856)
fZ = pow(Z, 1.0/3.0);
else
fZ = 7.787*Z + 16.0/116.0;
*a = 500.0*(fX - fY);
*b = 200.0*(fY - fZ);
if (*L < BLACK) {
*a *= exp((*L - BLACK) / (BLACK / 4));
*b *= exp((*L - BLACK) / (BLACK / 4));
*L = BLACK;
}
if (*b > YELLOW)
*b = YELLOW;
}
int detect_stopper_color(int r, int g, int b){
//For Detecting Blue Color
if (r>=20 && r<=35){
if(g >=75 && g<=135){
if(b>=130 && b<=180){
return 1;
}
}
}
else return 0;
}
void die(const char *errstr) {
fputs(errstr, stderr);
exit(1);
}
void russian_ocr(PIX* img, int index){
TessBaseAPI *handle;
char *text;
FILE * fp;
char write_path[100];
handle = TessBaseAPICreate();
if(TessBaseAPIInit3(handle, NULL, "rus") != 0)
die("Russian Language Not Set for Tesseract\n");
TessBaseAPISetImage2(handle, img);
if(TessBaseAPIRecognize(handle, NULL) != 0)
die("Error in Tesseract recognition\n");
if((text = TessBaseAPIGetUTF8Text(handle)) == NULL)
die("Error getting text\n");
//Writing to a File
sprintf(write_path,"txt%04d.txt",index);
fp = fopen(write_path, "w");
fprintf(fp, "%s", text);
fclose(fp);
//Displaying it
fputs(text, stdout);
TessDeleteText(text);
TessBaseAPIEnd(handle);
TessBaseAPIDelete(handle);
}
void _process_frame_tickertext(AVFrame *frame, int width, int height, int index){
printf("index%d\n", index);
if (index >1600){
PIX *im;
PIX *edge_im;
PIX *lum_im;
PIX *feat_im;
char *subtitle_text=NULL;
im = pixCreate(width,height,32);
lum_im = pixCreate(width,height,32);
feat_im = pixCreate(width,height,32);
int i,j;
for(i=(92*height)/100;i<height;i++)
{
for(j=0;j<width;j++)
{
int p=j*3+i*frame->linesize[0];
int r=frame->data[0][p];
int g=frame->data[0][p+1];
int b=frame->data[0][p+2];
pixSetRGBPixel(im,j,i,r,g,b);
float L,A,B;
rgb2lab((float)r,(float)g,(float)b,&L,&A,&B);
if(L > 85)
pixSetRGBPixel(lum_im,j,i,255,255,255);
else
pixSetRGBPixel(lum_im,j,i,0,0,0);
}
}
//Handle the edge image
edge_im = pixCreate(width,height,8);
edge_im = pixConvertRGBToGray(im,0.0,0.0,0.0);
edge_im = pixSobelEdgeFilter(edge_im, L_VERTICAL_EDGES);
edge_im = pixDilateGray(edge_im, 21, 11);
edge_im = pixThresholdToBinary(edge_im,45);
for(i=92*(height/100);i<height;i++)
{
for(j=0;j<width;j++)
{
unsigned int p1,p2,p3;
pixGetPixel(edge_im,j,i,&p1);
pixGetPixel(lum_im,j,i,&p3);
if(p1==0&&p3>0)
pixSetRGBPixel(feat_im,j,i,255,255,255);
else
pixSetRGBPixel(feat_im,j,i,0,0,0);
}
}
int num_of_occr = 0;
int stop = 0;
char write_path[500];
for(i=(92*height)/100;i<height && !stop;i++){
for(j=0; j<width && !stop; j++){
int p=j*3+i*frame->linesize[0];
int r=frame->data[0][p];
int g=frame->data[0][p+1];
int b=frame->data[0][p+2];
//printf("r %d\n", r);
//printf("g %d\n", g);
// printf("b %d\n", b);
//Detecting Blue Stoppers
//Skipping Thirty Frames and Detecting Blue Color
if (detect_stopper_color(r,g,b) == 1 && index % 230 == 0 && t_flag == 0){
//printf("%s\n", "Stopper Detected");
xflag = 1;
t_flag = 1;
continue_flag = 0;
//Hardcoded Bouding Box Locations
BOX* box = boxCreate(100, 525, 615, 25);
PIX* pixd= pixClipRectangle(feat_im, box, NULL);
last_index = index;
pix_temp = pixCopy(NULL, pixd);
russian_ocr(pixd, index);
pixGetDimensions(pixd, &w, NULL, &d);
pre_index = index;
//sprintf(write_path,"im%04d.jpg",index);
//pixWrite(write_path,pixd,IFF_JFIF_JPEG);
boxDestroy(&box);
pixDestroy(&pixd);
stop = 1;
}
else if (detect_stopper_color(r,g,b) == 1 && (index > (pre_index + 15)) && t_flag == 1){
//printf("%s\n", "Stopper Detected");
if (continue_flag == 0){
t_flag = 0;
printf("%s", "Here");
//Hardcoded Bouding Box Locations
BOX* box = boxCreate(100, 525, 615, 25);
PIX* pixd= pixClipRectangle(feat_im, box, NULL);
last_index = index;
russian_ocr(pixd, index);
printf("%f", check_frames(pixd, pix_temp));
if (check_frames(pixd, pix_temp) <= 30){
t_flag = 0;
sprintf(write_path,"im%04d.jpg",pre_index);
if (count_frame % 2 == 0) {
pixWrite(write_path,pix_temp,IFF_JFIF_JPEG);
}
count_frame++;
}
else{
t_flag = 0;
sprintf(write_path,"im%04d.jpg",pre_index);
if (count_frame % 2 == 0) {
pixWrite(write_path,pix_temp,IFF_JFIF_JPEG);
sprintf(write_path,"im%04d.jpg",index);
pixWrite(write_path,pixd,IFF_JFIF_JPEG);
}
count_frame++;
pix_temp = pixCopy(NULL, pixd);
boxDestroy(&box);
pixDestroy(&pixd);
continue_flag = 0;
}
}
else if (continue_flag == 1){
t_flag = 0;
BOX* box = boxCreate(100, 525, 615, 25);
PIX* pixd= pixClipRectangle(feat_im, box, NULL);
last_index = index;
int temp_varx = stitch_images(pix_temp, pixd, index,1);
russian_ocr(pixd, index);
boxDestroy(&box);
pixDestroy(&pixd);
stop = temp_varx;
continue_flag = 0;
}
}
//Checking of text after blue stopper
else if(detect_stopper_color(r,g,b) == 0 && index % (230) == 0 && xflag == 1){
continue_flag = 1;
BOX* box = boxCreate(100, 525, 615, 25);
PIX* pixd= pixClipRectangle(feat_im, box, NULL);
russian_ocr(pixd, index);
int temp_varx = stitch_images(pix_temp, pixd, index,0);
russian_ocr(pixd, index);
pre_index = index;
pix_temp = pixCopy(NULL, pixd);
//pixSaveTiled(pixd, pixa, 1.0, 0, 1,1);
//sprintf(write_path,"im%04d.jpg",index);
//pixWrite(write_path,pixd,IFF_JFIF_JPEG);
boxDestroy(&box);
pixDestroy(&pixd);
stop = 1;
}
}
}
pixDestroy(&lum_im);
pixDestroy(&im);
pixDestroy(&edge_im);
pixDestroy(&feat_im);
}
}
int main(int argc, char * argv[]) {
AVFormatContext *pFormatCtx = NULL;
int i, frame_count, videoStreamIdx;
AVCodecContext *pCodecCtx = NULL;
AVCodec *pCodec = NULL;
AVFrame *pFrame = NULL;
AVFrame *pFrameRGB = NULL;
AVPacket packet;
int frameFinished;
int numBytes;
uint8_t *buffer = NULL;
pixa = pixaCreate(5);
second_pix = pixaCreate(5);
AVDictionary *optionsDict = NULL;
struct SwsContext *sws_ctx = NULL;
if(argc < 2) {
printf("Please provide a video file\n");
return -1;
}
// Register all formats and codecs
av_register_all();
// Open video file
if(avformat_open_input(&pFormatCtx, argv[1], NULL, NULL)!=0)
return -1; // Couldn't open file
// Retrieve stream information
if(avformat_find_stream_info(pFormatCtx, NULL)<0)
return -1; // Couldn't find stream information
// Dump information about file onto standard error
av_dump_format(pFormatCtx, 0, argv[1], 0);
// Find the first video stream
videoStreamIdx = -1;
for(i=0; i<pFormatCtx->nb_streams; i++) {
if(pFormatCtx->streams[i]->codec->codec_type==AVMEDIA_TYPE_VIDEO) {
videoStreamIdx = i;
break;
}
}
if(videoStreamIdx==-1)
return -1; // Didn't find a video stream
// Get a pointer to the codec context for the video stream
pCodecCtx=pFormatCtx->streams[videoStreamIdx]->codec;
// Find the decoder for the video stream
pCodec = avcodec_find_decoder(pCodecCtx->codec_id);
if(pCodec==NULL) {
fprintf(stderr, "Unsupported codec!\n");
return -1; // Codec not found
}
// Open codec
if(avcodec_open2(pCodecCtx, pCodec, &optionsDict)<0)
return -1; // Could not open codec
// Allocate video frame
pFrame = av_frame_alloc();
// Allocate an AVFrame structure
pFrameRGB = av_frame_alloc();
if(pFrameRGB==NULL)
return -1;
// Determine required buffer size and allocate buffer
numBytes = avpicture_get_size(PIX_FMT_RGB24, pCodecCtx->width, pCodecCtx->height);
buffer = (uint8_t *)av_malloc(numBytes*sizeof(uint8_t));
sws_ctx = sws_getContext (
pCodecCtx->width, pCodecCtx->height, pCodecCtx->pix_fmt,
pCodecCtx->width, pCodecCtx->height, PIX_FMT_RGB24,
SWS_BILINEAR, NULL, NULL, NULL
);
// Assign appropriate parts of buffer to image planes in pFrameRGB
// Note that pFrameRGB is an AVFrame, but AVFrame is a superset of AVPicture
avpicture_fill((AVPicture *)pFrameRGB, buffer, PIX_FMT_RGB24, pCodecCtx->width, pCodecCtx->height);
// Read frames and count the number of frames
frame_count = 0;
while(av_read_frame(pFormatCtx, &packet)>=0) {
//Is this a packet from a video stream?
if(packet.stream_index==videoStreamIdx) {
// Decode the video frame
avcodec_decode_video2(pCodecCtx, pFrame, &frameFinished, &packet);
//Did we get a video frame?
if(frameFinished) {
// Increment frame count
frame_count++;
// Convert the image from its native format to RGB
sws_scale(
sws_ctx, (uint8_t const * const *)pFrame->data, pFrame->linesize, 0,
pCodecCtx->height, pFrameRGB->data, pFrameRGB->linesize
);
_process_frame_tickertext(pFrameRGB,pCodecCtx->width,pCodecCtx->height,frame_count);
//_display_frame(pFrameRGB,pCodecCtx->width,pCodecCtx->height,frame_count);
//Now you have the frame and can do whatever you wish to
}
}
// Free the packet that was allocated by av_read_frame
av_free_packet(&packet);
}
// Free the RBG image
av_free(buffer);
av_free(pFrameRGB);
//Free the YUV frame
av_free(pFrame);
//Close the codec
avcodec_close(pCodecCtx);
//Close the video file
avformat_close_input(&pFormatCtx);
return 0;
}