/* Copyright (c) 2018 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. */ #pragma once #include #include #include #include "paddle/fluid/operators/detection/poly_util.h" namespace paddle { namespace operators { template bool SortScorePairDescend(const std::pair& pair1, const std::pair& pair2) { return pair1.first > pair2.first; } template static inline void GetMaxScoreIndex( const std::vector& scores, const T threshold, int top_k, std::vector>* sorted_indices) { for (size_t i = 0; i < scores.size(); ++i) { if (scores[i] > threshold) { sorted_indices->push_back(std::make_pair(scores[i], i)); } } // Sort the score pair according to the scores in descending order std::stable_sort(sorted_indices->begin(), sorted_indices->end(), SortScorePairDescend); // Keep top_k scores if needed. if (top_k > -1 && top_k < static_cast(sorted_indices->size())) { sorted_indices->resize(top_k); } } template static inline T BBoxArea(const T* box, const bool normalized) { if (box[2] < box[0] || box[3] < box[1]) { // If coordinate values are is invalid // (e.g. xmax < xmin or ymax < ymin), return 0. return static_cast(0.); } else { const T w = box[2] - box[0]; const T h = box[3] - box[1]; if (normalized) { return w * h; } else { // If coordinate values are not within range [0, 1]. return (w + 1) * (h + 1); } } } template static inline T JaccardOverlap(const T* box1, const T* box2, const bool normalized) { if (box2[0] > box1[2] || box2[2] < box1[0] || box2[1] > box1[3] || box2[3] < box1[1]) { return static_cast(0.); } else { const T inter_xmin = std::max(box1[0], box2[0]); const T inter_ymin = std::max(box1[1], box2[1]); const T inter_xmax = std::min(box1[2], box2[2]); const T inter_ymax = std::min(box1[3], box2[3]); T norm = normalized ? static_cast(0.) : static_cast(1.); T inter_w = inter_xmax - inter_xmin + norm; T inter_h = inter_ymax - inter_ymin + norm; const T inter_area = inter_w * inter_h; const T bbox1_area = BBoxArea(box1, normalized); const T bbox2_area = BBoxArea(box2, normalized); return inter_area / (bbox1_area + bbox2_area - inter_area); } } template T PolyIoU(const T* box1, const T* box2, const size_t box_size, const bool normalized) { T bbox1_area = PolyArea(box1, box_size, normalized); T bbox2_area = PolyArea(box2, box_size, normalized); T inter_area = PolyOverlapArea(box1, box2, box_size, normalized); if (bbox1_area == 0 || bbox2_area == 0 || inter_area == 0) { // If coordinate values are invalid // if area size <= 0, return 0. return T(0.); } else { return inter_area / (bbox1_area + bbox2_area - inter_area); } } } // namespace operators } // namespace paddle