# Copyright 2017 The TensorFlow 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. # ============================================================================== """A function to build an object detection matcher from configuration.""" from object_detection.matchers import argmax_matcher from object_detection.matchers import bipartite_matcher from object_detection.protos import matcher_pb2 def build(matcher_config): """Builds a matcher object based on the matcher config. Args: matcher_config: A matcher.proto object containing the config for the desired Matcher. Returns: Matcher based on the config. Raises: ValueError: On empty matcher proto. """ if not isinstance(matcher_config, matcher_pb2.Matcher): raise ValueError('matcher_config not of type matcher_pb2.Matcher.') if matcher_config.WhichOneof('matcher_oneof') == 'argmax_matcher': matcher = matcher_config.argmax_matcher matched_threshold = unmatched_threshold = None if not matcher.ignore_thresholds: matched_threshold = matcher.matched_threshold unmatched_threshold = matcher.unmatched_threshold return argmax_matcher.ArgMaxMatcher( matched_threshold=matched_threshold, unmatched_threshold=unmatched_threshold, negatives_lower_than_unmatched=matcher.negatives_lower_than_unmatched, force_match_for_each_row=matcher.force_match_for_each_row, use_matmul_gather=matcher.use_matmul_gather) if matcher_config.WhichOneof('matcher_oneof') == 'bipartite_matcher': matcher = matcher_config.bipartite_matcher return bipartite_matcher.GreedyBipartiteMatcher(matcher.use_matmul_gather) raise ValueError('Empty matcher.')