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# Copyright 2023 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. | |
"""Tests for iou_similarity.py.""" | |
import tensorflow as tf, tf_keras | |
from official.vision.ops import iou_similarity | |
class BoxMatcherTest(tf.test.TestCase): | |
def test_similarity_unbatched(self): | |
boxes = tf.constant( | |
[ | |
[0, 0, 1, 1], | |
[5, 0, 10, 5], | |
], | |
dtype=tf.float32) | |
gt_boxes = tf.constant( | |
[ | |
[0, 0, 5, 5], | |
[0, 5, 5, 10], | |
[5, 0, 10, 5], | |
[5, 5, 10, 10], | |
], | |
dtype=tf.float32) | |
sim_calc = iou_similarity.IouSimilarity() | |
sim_matrix = sim_calc(boxes, gt_boxes) | |
self.assertAllClose( | |
sim_matrix.numpy(), | |
[[0.04, 0, 0, 0], | |
[0, 0, 1., 0]]) | |
def test_similarity_batched(self): | |
boxes = tf.constant( | |
[[ | |
[0, 0, 1, 1], | |
[5, 0, 10, 5], | |
]], | |
dtype=tf.float32) | |
gt_boxes = tf.constant( | |
[[ | |
[0, 0, 5, 5], | |
[0, 5, 5, 10], | |
[5, 0, 10, 5], | |
[5, 5, 10, 10], | |
]], | |
dtype=tf.float32) | |
sim_calc = iou_similarity.IouSimilarity() | |
sim_matrix = sim_calc(boxes, gt_boxes) | |
self.assertAllClose( | |
sim_matrix.numpy(), | |
[[[0.04, 0, 0, 0], | |
[0, 0, 1., 0]]]) | |
if __name__ == '__main__': | |
tf.test.main() | |