ocr_rec.h 2.7 KB
Newer Older
littletomatodonkey's avatar
littletomatodonkey 已提交
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
// 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 "opencv2/core.hpp"
#include "opencv2/imgcodecs.hpp"
#include "opencv2/imgproc.hpp"
#include "paddle_api.h"
#include "paddle_inference_api.h"
#include <chrono>
#include <iomanip>
#include <iostream>
#include <ostream>
#include <vector>

#include <cstring>
#include <fstream>
#include <numeric>

W
WenmuZhou 已提交
30
#include <include/ocr_cls.h>
littletomatodonkey's avatar
littletomatodonkey 已提交
31 32
#include <include/postprocess_op.h>
#include <include/preprocess_op.h>
littletomatodonkey's avatar
littletomatodonkey 已提交
33
#include <include/utility.h>
littletomatodonkey's avatar
littletomatodonkey 已提交
34 35 36 37 38

namespace PaddleOCR {

class CRNNRecognizer {
public:
littletomatodonkey's avatar
littletomatodonkey 已提交
39 40 41
  explicit CRNNRecognizer(const std::string &model_dir, const bool &use_gpu,
                          const int &gpu_id, const int &gpu_mem,
                          const int &cpu_math_library_num_threads,
42 43
                          const bool &use_mkldnn, const bool &use_zero_copy_run,
                          const string &label_path) {
littletomatodonkey's avatar
littletomatodonkey 已提交
44 45 46 47
    this->use_gpu_ = use_gpu;
    this->gpu_id_ = gpu_id;
    this->gpu_mem_ = gpu_mem;
    this->cpu_math_library_num_threads_ = cpu_math_library_num_threads;
littletomatodonkey's avatar
littletomatodonkey 已提交
48
    this->use_mkldnn_ = use_mkldnn;
49
    this->use_zero_copy_run_ = use_zero_copy_run;
littletomatodonkey's avatar
littletomatodonkey 已提交
50 51

    this->label_list_ = Utility::ReadDict(label_path);
52
    this->label_list_.push_back(" ");
littletomatodonkey's avatar
littletomatodonkey 已提交
53 54

    LoadModel(model_dir);
littletomatodonkey's avatar
littletomatodonkey 已提交
55 56 57
  }

  // Load Paddle inference model
littletomatodonkey's avatar
littletomatodonkey 已提交
58
  void LoadModel(const std::string &model_dir);
littletomatodonkey's avatar
littletomatodonkey 已提交
59

W
WenmuZhou 已提交
60
  void Run(std::vector<std::vector<std::vector<int>>> boxes, cv::Mat &img,
W
WenmuZhou 已提交
61
           Classifier *cls);
littletomatodonkey's avatar
littletomatodonkey 已提交
62 63 64 65

private:
  std::shared_ptr<PaddlePredictor> predictor_;

littletomatodonkey's avatar
littletomatodonkey 已提交
66 67 68 69
  bool use_gpu_ = false;
  int gpu_id_ = 0;
  int gpu_mem_ = 4000;
  int cpu_math_library_num_threads_ = 4;
littletomatodonkey's avatar
littletomatodonkey 已提交
70
  bool use_mkldnn_ = false;
71
  bool use_zero_copy_run_ = false;
littletomatodonkey's avatar
littletomatodonkey 已提交
72

littletomatodonkey's avatar
littletomatodonkey 已提交
73 74 75 76 77 78 79 80 81 82 83 84 85 86
  std::vector<std::string> label_list_;

  std::vector<float> mean_ = {0.5f, 0.5f, 0.5f};
  std::vector<float> scale_ = {1 / 0.5f, 1 / 0.5f, 1 / 0.5f};
  bool is_scale_ = true;

  // pre-process
  CrnnResizeImg resize_op_;
  Normalize normalize_op_;
  Permute permute_op_;

  // post-process
  PostProcessor post_processor_;

littletomatodonkey's avatar
littletomatodonkey 已提交
87 88
  cv::Mat GetRotateCropImage(const cv::Mat &srcimage,
                             std::vector<std::vector<int>> box);
littletomatodonkey's avatar
littletomatodonkey 已提交
89 90 91

}; // class CrnnRecognizer

92
} // namespace PaddleOCR