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- // Copyright (c) 2021 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 "include/utils.h"
- namespace PaddleDetection {
- void nms(std::vector<ObjectResult> &input_boxes, float nms_threshold) {
- std::sort(input_boxes.begin(),
- input_boxes.end(),
- [](ObjectResult a, ObjectResult b) { return a.confidence > b.confidence; });
- std::vector<float> vArea(input_boxes.size());
- for (int i = 0; i < int(input_boxes.size()); ++i) {
- vArea[i] = (input_boxes.at(i).rect[2] - input_boxes.at(i).rect[0] + 1)
- * (input_boxes.at(i).rect[3] - input_boxes.at(i).rect[1] + 1);
- }
- for (int i = 0; i < int(input_boxes.size()); ++i) {
- for (int j = i + 1; j < int(input_boxes.size());) {
- float xx1 = (std::max)(input_boxes[i].rect[0], input_boxes[j].rect[0]);
- float yy1 = (std::max)(input_boxes[i].rect[1], input_boxes[j].rect[1]);
- float xx2 = (std::min)(input_boxes[i].rect[2], input_boxes[j].rect[2]);
- float yy2 = (std::min)(input_boxes[i].rect[3], input_boxes[j].rect[3]);
- float w = (std::max)(float(0), xx2 - xx1 + 1);
- float h = (std::max)(float(0), yy2 - yy1 + 1);
- float inter = w * h;
- float ovr = inter / (vArea[i] + vArea[j] - inter);
- if (ovr >= nms_threshold) {
- input_boxes.erase(input_boxes.begin() + j);
- vArea.erase(vArea.begin() + j);
- }
- else {
- j++;
- }
- }
- }
- }
- } // namespace PaddleDetection
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