utility.cpp 10.9 KB
Newer Older
M
revert  
MissPenguin 已提交
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
// Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
//     http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

#include <dirent.h>
#include <include/utility.h>
#include <iostream>
#include <ostream>
文幕地方's avatar
文幕地方 已提交
19

M
revert  
MissPenguin 已提交
20 21
#include <vector>

文幕地方's avatar
文幕地方 已提交
22 23 24 25 26 27
#ifdef _WIN32
#include <direct.h>
#else
#include <sys/stat.h>
#endif

M
revert  
MissPenguin 已提交
28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45
namespace PaddleOCR {

std::vector<std::string> Utility::ReadDict(const std::string &path) {
  std::ifstream in(path);
  std::string line;
  std::vector<std::string> m_vec;
  if (in) {
    while (getline(in, line)) {
      m_vec.push_back(line);
    }
  } else {
    std::cout << "no such label file: " << path << ", exit the program..."
              << std::endl;
    exit(1);
  }
  return m_vec;
}

46 47 48
void Utility::VisualizeBboxes(const cv::Mat &srcimg,
                              const std::vector<OCRPredictResult> &ocr_result,
                              const std::string &save_path) {
M
revert  
MissPenguin 已提交
49 50
  cv::Mat img_vis;
  srcimg.copyTo(img_vis);
51
  for (int n = 0; n < ocr_result.size(); n++) {
M
revert  
MissPenguin 已提交
52
    cv::Point rook_points[4];
53 54 55
    for (int m = 0; m < ocr_result[n].box.size(); m++) {
      rook_points[m] =
          cv::Point(int(ocr_result[n].box[m][0]), int(ocr_result[n].box[m][1]));
M
revert  
MissPenguin 已提交
56 57 58 59 60 61 62
    }

    const cv::Point *ppt[1] = {rook_points};
    int npt[] = {4};
    cv::polylines(img_vis, ppt, npt, 1, 1, CV_RGB(0, 255, 0), 2, 8, 0);
  }

文幕地方's avatar
文幕地方 已提交
63 64
  cv::imwrite(save_path, img_vis);
  std::cout << "The detection visualized image saved in " + save_path
M
revert  
MissPenguin 已提交
65 66 67
            << std::endl;
}

Z
zhoujun 已提交
68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98
void Utility::VisualizeBboxes(const cv::Mat &srcimg,
                              const StructurePredictResult &structure_result,
                              const std::string &save_path) {
  cv::Mat img_vis;
  srcimg.copyTo(img_vis);
  for (int n = 0; n < structure_result.cell_box.size(); n++) {
    if (structure_result.cell_box[n].size() == 8) {
      cv::Point rook_points[4];
      for (int m = 0; m < structure_result.cell_box[n].size(); m += 2) {
        rook_points[m / 2] =
            cv::Point(int(structure_result.cell_box[n][m]),
                      int(structure_result.cell_box[n][m + 1]));
      }
      const cv::Point *ppt[1] = {rook_points};
      int npt[] = {4};
      cv::polylines(img_vis, ppt, npt, 1, 1, CV_RGB(0, 255, 0), 2, 8, 0);
    } else if (structure_result.cell_box[n].size() == 4) {
      cv::Point rook_points[2];
      rook_points[0] = cv::Point(int(structure_result.cell_box[n][0]),
                                 int(structure_result.cell_box[n][1]));
      rook_points[1] = cv::Point(int(structure_result.cell_box[n][2]),
                                 int(structure_result.cell_box[n][3]));
      cv::rectangle(img_vis, rook_points[0], rook_points[1], CV_RGB(0, 255, 0),
                    2, 8, 0);
    }
  }

  cv::imwrite(save_path, img_vis);
  std::cout << "The table visualized image saved in " + save_path << std::endl;
}

M
revert  
MissPenguin 已提交
99 100 101 102 103 104 105 106
// list all files under a directory
void Utility::GetAllFiles(const char *dir_name,
                          std::vector<std::string> &all_inputs) {
  if (NULL == dir_name) {
    std::cout << " dir_name is null ! " << std::endl;
    return;
  }
  struct stat s;
文幕地方's avatar
文幕地方 已提交
107
  stat(dir_name, &s);
M
revert  
MissPenguin 已提交
108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131
  if (!S_ISDIR(s.st_mode)) {
    std::cout << "dir_name is not a valid directory !" << std::endl;
    all_inputs.push_back(dir_name);
    return;
  } else {
    struct dirent *filename; // return value for readdir()
    DIR *dir;                // return value for opendir()
    dir = opendir(dir_name);
    if (NULL == dir) {
      std::cout << "Can not open dir " << dir_name << std::endl;
      return;
    }
    std::cout << "Successfully opened the dir !" << std::endl;
    while ((filename = readdir(dir)) != NULL) {
      if (strcmp(filename->d_name, ".") == 0 ||
          strcmp(filename->d_name, "..") == 0)
        continue;
      // img_dir + std::string("/") + all_inputs[0];
      all_inputs.push_back(dir_name + std::string("/") +
                           std::string(filename->d_name));
    }
  }
}

M
MissPenguin 已提交
132
cv::Mat Utility::GetRotateCropImage(const cv::Mat &srcimage,
文幕地方's avatar
文幕地方 已提交
133
                                    std::vector<std::vector<int>> box) {
M
MissPenguin 已提交
134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186
  cv::Mat image;
  srcimage.copyTo(image);
  std::vector<std::vector<int>> points = box;

  int x_collect[4] = {box[0][0], box[1][0], box[2][0], box[3][0]};
  int y_collect[4] = {box[0][1], box[1][1], box[2][1], box[3][1]};
  int left = int(*std::min_element(x_collect, x_collect + 4));
  int right = int(*std::max_element(x_collect, x_collect + 4));
  int top = int(*std::min_element(y_collect, y_collect + 4));
  int bottom = int(*std::max_element(y_collect, y_collect + 4));

  cv::Mat img_crop;
  image(cv::Rect(left, top, right - left, bottom - top)).copyTo(img_crop);

  for (int i = 0; i < points.size(); i++) {
    points[i][0] -= left;
    points[i][1] -= top;
  }

  int img_crop_width = int(sqrt(pow(points[0][0] - points[1][0], 2) +
                                pow(points[0][1] - points[1][1], 2)));
  int img_crop_height = int(sqrt(pow(points[0][0] - points[3][0], 2) +
                                 pow(points[0][1] - points[3][1], 2)));

  cv::Point2f pts_std[4];
  pts_std[0] = cv::Point2f(0., 0.);
  pts_std[1] = cv::Point2f(img_crop_width, 0.);
  pts_std[2] = cv::Point2f(img_crop_width, img_crop_height);
  pts_std[3] = cv::Point2f(0.f, img_crop_height);

  cv::Point2f pointsf[4];
  pointsf[0] = cv::Point2f(points[0][0], points[0][1]);
  pointsf[1] = cv::Point2f(points[1][0], points[1][1]);
  pointsf[2] = cv::Point2f(points[2][0], points[2][1]);
  pointsf[3] = cv::Point2f(points[3][0], points[3][1]);

  cv::Mat M = cv::getPerspectiveTransform(pointsf, pts_std);

  cv::Mat dst_img;
  cv::warpPerspective(img_crop, dst_img, M,
                      cv::Size(img_crop_width, img_crop_height),
                      cv::BORDER_REPLICATE);

  if (float(dst_img.rows) >= float(dst_img.cols) * 1.5) {
    cv::Mat srcCopy = cv::Mat(dst_img.rows, dst_img.cols, dst_img.depth());
    cv::transpose(dst_img, srcCopy);
    cv::flip(srcCopy, srcCopy, 0);
    return srcCopy;
  } else {
    return dst_img;
  }
}

文幕地方's avatar
文幕地方 已提交
187 188 189 190 191
std::vector<int> Utility::argsort(const std::vector<float> &array) {
  const int array_len(array.size());
  std::vector<int> array_index(array_len, 0);
  for (int i = 0; i < array_len; ++i)
    array_index[i] = i;
M
MissPenguin 已提交
192

文幕地方's avatar
文幕地方 已提交
193 194 195
  std::sort(
      array_index.begin(), array_index.end(),
      [&array](int pos1, int pos2) { return (array[pos1] < array[pos2]); });
M
MissPenguin 已提交
196

文幕地方's avatar
文幕地方 已提交
197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232
  return array_index;
}

std::string Utility::basename(const std::string &filename) {
  if (filename.empty()) {
    return "";
  }

  auto len = filename.length();
  auto index = filename.find_last_of("/\\");

  if (index == std::string::npos) {
    return filename;
  }

  if (index + 1 >= len) {

    len--;
    index = filename.substr(0, len).find_last_of("/\\");

    if (len == 0) {
      return filename;
    }

    if (index == 0) {
      return filename.substr(1, len - 1);
    }

    if (index == std::string::npos) {
      return filename.substr(0, len);
    }

    return filename.substr(index + 1, len - index - 1);
  }

  return filename.substr(index + 1, len - index);
M
MissPenguin 已提交
233 234
}

235 236 237 238 239 240 241 242 243 244
bool Utility::PathExists(const std::string &path) {
#ifdef _WIN32
  struct _stat buffer;
  return (_stat(path.c_str(), &buffer) == 0);
#else
  struct stat buffer;
  return (stat(path.c_str(), &buffer) == 0);
#endif // !_WIN32
}

文幕地方's avatar
文幕地方 已提交
245 246 247 248 249 250 251 252
void Utility::CreateDir(const std::string &path) {
#ifdef _WIN32
  _mkdir(path.c_str());
#else
  mkdir(path.c_str(), 0777);
#endif // !_WIN32
}

253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281
void Utility::print_result(const std::vector<OCRPredictResult> &ocr_result) {
  for (int i = 0; i < ocr_result.size(); i++) {
    std::cout << i << "\t";
    // det
    std::vector<std::vector<int>> boxes = ocr_result[i].box;
    if (boxes.size() > 0) {
      std::cout << "det boxes: [";
      for (int n = 0; n < boxes.size(); n++) {
        std::cout << '[' << boxes[n][0] << ',' << boxes[n][1] << "]";
        if (n != boxes.size() - 1) {
          std::cout << ',';
        }
      }
      std::cout << "] ";
    }
    // rec
    if (ocr_result[i].score != -1.0) {
      std::cout << "rec text: " << ocr_result[i].text
                << " rec score: " << ocr_result[i].score << " ";
    }

    // cls
    if (ocr_result[i].cls_label != -1) {
      std::cout << "cls label: " << ocr_result[i].cls_label
                << " cls score: " << ocr_result[i].cls_score;
    }
    std::cout << std::endl;
  }
}
文幕地方's avatar
文幕地方 已提交
282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301

cv::Mat Utility::crop_image(cv::Mat &img, std::vector<int> &area) {
  cv::Mat crop_im;
  int crop_x1 = std::max(0, area[0]);
  int crop_y1 = std::max(0, area[1]);
  int crop_x2 = std::min(img.cols - 1, area[2] - 1);
  int crop_y2 = std::min(img.rows - 1, area[3] - 1);

  crop_im = cv::Mat::zeros(area[3] - area[1], area[2] - area[0], 16);
  cv::Mat crop_im_window =
      crop_im(cv::Range(crop_y1 - area[1], crop_y2 + 1 - area[1]),
              cv::Range(crop_x1 - area[0], crop_x2 + 1 - area[0]));
  cv::Mat roi_img =
      img(cv::Range(crop_y1, crop_y2 + 1), cv::Range(crop_x1, crop_x2 + 1));
  crop_im_window += roi_img;
  return crop_im;
}

void Utility::sorted_boxes(std::vector<OCRPredictResult> &ocr_result) {
  std::sort(ocr_result.begin(), ocr_result.end(), Utility::comparison_box);
Z
zhoujun 已提交
302 303 304 305 306 307 308 309
  if (ocr_result.size() > 0) {
    for (int i = 0; i < ocr_result.size() - 1; i++) {
      for (int j = i; j > 0; j--) {
        if (abs(ocr_result[j + 1].box[0][1] - ocr_result[j].box[0][1]) < 10 &&
            (ocr_result[j + 1].box[0][0] < ocr_result[j].box[0][0])) {
          std::swap(ocr_result[i], ocr_result[i + 1]);
        }
      }
文幕地方's avatar
文幕地方 已提交
310 311 312 313
    }
  }
}

Z
zhoujun 已提交
314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343
std::vector<int> Utility::xyxyxyxy2xyxy(std::vector<std::vector<int>> &box) {
  int x_collect[4] = {box[0][0], box[1][0], box[2][0], box[3][0]};
  int y_collect[4] = {box[0][1], box[1][1], box[2][1], box[3][1]};
  int left = int(*std::min_element(x_collect, x_collect + 4));
  int right = int(*std::max_element(x_collect, x_collect + 4));
  int top = int(*std::min_element(y_collect, y_collect + 4));
  int bottom = int(*std::max_element(y_collect, y_collect + 4));
  std::vector<int> box1(4, 0);
  box1[0] = left;
  box1[1] = top;
  box1[2] = right;
  box1[3] = bottom;
  return box1;
}

std::vector<int> Utility::xyxyxyxy2xyxy(std::vector<int> &box) {
  int x_collect[4] = {box[0], box[2], box[4], box[6]};
  int y_collect[4] = {box[1], box[3], box[5], box[7]};
  int left = int(*std::min_element(x_collect, x_collect + 4));
  int right = int(*std::max_element(x_collect, x_collect + 4));
  int top = int(*std::min_element(y_collect, y_collect + 4));
  int bottom = int(*std::max_element(y_collect, y_collect + 4));
  std::vector<int> box1(4, 0);
  box1[0] = left;
  box1[1] = top;
  box1[2] = right;
  box1[3] = bottom;
  return box1;
}

M
revert  
MissPenguin 已提交
344
} // namespace PaddleOCR