# Copyright (c) 2022 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. def bbox_area(src_bbox): if src_bbox[2] < src_bbox[0] or src_bbox[3] < src_bbox[1]: return 0. else: width = src_bbox[2] - src_bbox[0] height = src_bbox[3] - src_bbox[1] return width * height def jaccard_overlap(sample_bbox, object_bbox): if sample_bbox[0] >= object_bbox[2] or \ sample_bbox[2] <= object_bbox[0] or \ sample_bbox[1] >= object_bbox[3] or \ sample_bbox[3] <= object_bbox[1]: return 0 intersect_xmin = max(sample_bbox[0], object_bbox[0]) intersect_ymin = max(sample_bbox[1], object_bbox[1]) intersect_xmax = min(sample_bbox[2], object_bbox[2]) intersect_ymax = min(sample_bbox[3], object_bbox[3]) intersect_size = (intersect_xmax - intersect_xmin) * ( intersect_ymax - intersect_ymin) sample_bbox_size = bbox_area(sample_bbox) object_bbox_size = bbox_area(object_bbox) overlap = intersect_size / ( sample_bbox_size + object_bbox_size - intersect_size) return overlap