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// Copyright 2019 The MediaPipe Authors.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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#include "mediapipe/util/rectangle_util.h"
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#include "mediapipe/framework/port/gtest.h"
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#include "mediapipe/framework/port/status_matchers.h"
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namespace mediapipe {
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namespace {
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using ::testing::FloatNear;
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class RectangleUtilTest : public testing::Test {
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protected:
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RectangleUtilTest() {
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// 0.4 ================
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// | | | |
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// 0.3 ===================== | NR2 | |
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// | | | NR1 | | | NR4 |
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// 0.2 | NR0 | =========== ================
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// | | | | | |
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// 0.1 =====|=============== |
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// | NR3 | | |
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// 0.0 ================ |
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// | NR5 |
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// -0.1 ===========
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// 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.0 1.1 1.2
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// NormalizedRect nr_0.
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nr_0.set_x_center(0.2);
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nr_0.set_y_center(0.2);
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nr_0.set_width(0.2);
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nr_0.set_height(0.2);
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// NormalizedRect nr_1.
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nr_1.set_x_center(0.4);
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nr_1.set_y_center(0.2);
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nr_1.set_width(0.2);
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nr_1.set_height(0.2);
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// NormalizedRect nr_2.
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nr_2.set_x_center(1.0);
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nr_2.set_y_center(0.3);
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nr_2.set_width(0.2);
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nr_2.set_height(0.2);
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// NormalizedRect nr_3.
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nr_3.set_x_center(0.35);
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nr_3.set_y_center(0.15);
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nr_3.set_width(0.3);
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nr_3.set_height(0.3);
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// NormalizedRect nr_4.
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nr_4.set_x_center(1.1);
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nr_4.set_y_center(0.3);
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nr_4.set_width(0.2);
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nr_4.set_height(0.2);
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// NormalizedRect nr_5.
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nr_5.set_x_center(0.5);
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nr_5.set_y_center(0.05);
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nr_5.set_width(0.2);
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nr_5.set_height(0.3);
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}
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mediapipe::NormalizedRect nr_0, nr_1, nr_2, nr_3, nr_4, nr_5;
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};
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TEST_F(RectangleUtilTest, OverlappingWithListLargeThreshold) {
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constexpr float kMinSimilarityThreshold = 0.15;
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std::vector<NormalizedRect> existing_rects;
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existing_rects.push_back(nr_0);
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existing_rects.push_back(nr_5);
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existing_rects.push_back(nr_2);
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EXPECT_THAT(DoesRectOverlap(nr_3, existing_rects, kMinSimilarityThreshold),
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IsOkAndHolds(true));
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EXPECT_THAT(DoesRectOverlap(nr_4, existing_rects, kMinSimilarityThreshold),
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IsOkAndHolds(true));
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EXPECT_THAT(DoesRectOverlap(nr_1, existing_rects, kMinSimilarityThreshold),
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IsOkAndHolds(false));
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}
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TEST_F(RectangleUtilTest, OverlappingWithListSmallThreshold) {
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constexpr float kMinSimilarityThreshold = 0.1;
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std::vector<NormalizedRect> existing_rects;
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existing_rects.push_back(nr_0);
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existing_rects.push_back(nr_5);
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existing_rects.push_back(nr_2);
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EXPECT_THAT(DoesRectOverlap(nr_3, existing_rects, kMinSimilarityThreshold),
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IsOkAndHolds(true));
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EXPECT_THAT(DoesRectOverlap(nr_4, existing_rects, kMinSimilarityThreshold),
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IsOkAndHolds(true));
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EXPECT_THAT(DoesRectOverlap(nr_1, existing_rects, kMinSimilarityThreshold),
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IsOkAndHolds(true));
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}
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TEST_F(RectangleUtilTest, NonOverlappingWithList) {
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constexpr float kMinSimilarityThreshold = 0.1;
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std::vector<NormalizedRect> existing_rects;
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existing_rects.push_back(nr_0);
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existing_rects.push_back(nr_3);
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existing_rects.push_back(nr_5);
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EXPECT_THAT(DoesRectOverlap(nr_2, existing_rects, kMinSimilarityThreshold),
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IsOkAndHolds(false));
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EXPECT_THAT(DoesRectOverlap(nr_4, existing_rects, kMinSimilarityThreshold),
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IsOkAndHolds(false));
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}
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TEST_F(RectangleUtilTest, OverlappingWithEmptyList) {
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constexpr float kMinSimilarityThreshold = 0.1;
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std::vector<NormalizedRect> existing_rects;
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EXPECT_THAT(DoesRectOverlap(nr_2, existing_rects, kMinSimilarityThreshold),
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IsOkAndHolds(false));
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EXPECT_THAT(DoesRectOverlap(nr_4, existing_rects, kMinSimilarityThreshold),
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IsOkAndHolds(false));
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}
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TEST_F(RectangleUtilTest, OverlapSimilarityOverlapping) {
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constexpr float kMaxAbsoluteError = 1e-4;
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constexpr float kExpectedIou = 4.0 / 9.0;
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auto rect_1 = ToRectangle(nr_1);
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auto rect_3 = ToRectangle(nr_3);
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MP_ASSERT_OK(rect_1);
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MP_ASSERT_OK(rect_3);
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EXPECT_THAT(CalculateIou(*rect_1, *rect_3),
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FloatNear(kExpectedIou, kMaxAbsoluteError));
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}
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TEST_F(RectangleUtilTest, OverlapSimilarityNotOverlapping) {
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constexpr float kMaxAbsoluteError = 1e-4;
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constexpr float kExpectedIou = 0.0;
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auto rect_1 = ToRectangle(nr_1);
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auto rect_2 = ToRectangle(nr_2);
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MP_ASSERT_OK(rect_1);
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MP_ASSERT_OK(rect_2);
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EXPECT_THAT(CalculateIou(*rect_1, *rect_2),
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FloatNear(kExpectedIou, kMaxAbsoluteError));
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}
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TEST_F(RectangleUtilTest, NormRectToRectangleSuccess) {
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const Rectangle_f kExpectedRect(/*xmin=*/0.1, /*ymin=*/0.1,
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/*width=*/0.2, /*height=*/0.2);
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EXPECT_THAT(ToRectangle(nr_0), IsOkAndHolds(kExpectedRect));
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}
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TEST_F(RectangleUtilTest, NormRectToRectangleFail) {
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mediapipe::NormalizedRect invalid_nr;
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invalid_nr.set_x_center(0.2);
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EXPECT_THAT(ToRectangle(invalid_nr), testing::Not(IsOk()));
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invalid_nr.set_y_center(0.2);
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invalid_nr.set_width(-0.2);
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invalid_nr.set_height(0.2);
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EXPECT_THAT(ToRectangle(invalid_nr), testing::Not(IsOk()));
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invalid_nr.set_width(0.2);
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invalid_nr.set_height(-0.2);
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EXPECT_THAT(ToRectangle(invalid_nr), testing::Not(IsOk()));
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}
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} // namespace
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} // namespace mediapipe
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