| 146 | } |
| 147 | |
| 148 | int mtcnn::run_RNet(image img, std::vector<face_box>& pnet_boxes, std::vector<face_box>& output_boxes) |
| 149 | { |
| 150 | int batch = pnet_boxes.size(); |
| 151 | int channel = 3; |
| 152 | int height = 24; |
| 153 | int width = 24; |
| 154 | static bool first_run = true; |
| 155 | |
| 156 | tensor_t input_tensor = get_graph_tensor(RNet_graph, "data"); |
| 157 | int dims[] = {batch, channel, height, width}; |
| 158 | set_tensor_shape(input_tensor, dims, 4); |
| 159 | int img_size = channel * height * width; |
| 160 | int in_mem = sizeof(float) * batch * img_size; |
| 161 | float* input_data = ( float* )malloc(in_mem); |
| 162 | float* input_ptr = input_data; |
| 163 | set_tensor_buffer(input_tensor, input_ptr, in_mem); |
| 164 | |
| 165 | for(int i = 0; i < batch; i++) |
| 166 | { |
| 167 | copy_one_patch(img, pnet_boxes[i], input_ptr, width, height); |
| 168 | input_ptr += img_size; |
| 169 | } |
| 170 | |
| 171 | if(first_run) |
| 172 | { |
| 173 | if(prerun_graph(RNet_graph) != 0) |
| 174 | { |
| 175 | std::cout << "Prerun RNet graph failed, errno: " << get_tengine_errno() << "\n"; |
| 176 | return 1; |
| 177 | } |
| 178 | first_run = false; |
| 179 | } |
| 180 | |
| 181 | if(run_graph(RNet_graph, 1) != 0) |
| 182 | { |
| 183 | std::cout << "Run RNet graph failed, errno: " << get_tengine_errno() << "\n"; |
| 184 | return 1; |
| 185 | } |
| 186 | free(input_data); |
| 187 | // std::cout<<"run done ------\n"; |
| 188 | // |
| 189 | /* output */ |
| 190 | tensor_t tensor = get_graph_tensor(RNet_graph, "conv5-2"); |
| 191 | float* reg_data = ( float* )get_tensor_buffer(tensor); |
| 192 | |
| 193 | tensor = get_graph_tensor(RNet_graph, "prob1"); |
| 194 | float* confidence_data = ( float* )get_tensor_buffer(tensor); |
| 195 | |
| 196 | int conf_page_size = 2; |
| 197 | int reg_page_size = 4; |
| 198 | |
| 199 | for(int i = 0; i < batch; i++) |
| 200 | { |
| 201 | if(*(confidence_data + 1) > conf_r_threshold_) |
| 202 | { |
| 203 | face_box output_box; |
| 204 | face_box& input_box = pnet_boxes[i]; |
| 205 |
nothing calls this directly
no test coverage detected