// 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 PPShiTu { void nms(std::vector &input_boxes, float nms_threshold) { std::sort(input_boxes.begin(), input_boxes.end(), [](ObjectResult a, ObjectResult b) { return a.confidence > b.confidence; }); std::vector 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 PPShiTu