Add unit test
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@ -14,6 +14,7 @@
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* @date Jan 13, 2010
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* @author Richard Roberts
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* @author Frank Dellaert
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* @author Fan Jiang
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*/
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@ -504,6 +505,22 @@ TEST(NoiseModel, robustFunctionCauchy)
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DOUBLES_EQUAL(0.490258914416017, cauchy->loss(error4), 1e-8);
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}
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TEST(NoiseModel, robustFunctionAsymmetricCauchy)
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{
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const double k = 5.0, error1 = 1.0, error2 = 10.0, error3 = -10.0, error4 = -1.0;
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const mEstimator::AsymmetricCauchy::shared_ptr cauchy = mEstimator::AsymmetricCauchy::Create(k);
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DOUBLES_EQUAL(0.961538461538461, cauchy->weight(error1), 1e-8);
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DOUBLES_EQUAL(0.2000, cauchy->weight(error2), 1e-8);
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// Test negative value to ensure we take absolute value of error.
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DOUBLES_EQUAL(10.0, cauchy->weight(error3), 1e-8);
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DOUBLES_EQUAL(1.0, cauchy->weight(error4), 1e-8);
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DOUBLES_EQUAL(0.490258914416017, cauchy->loss(error1), 1e-8);
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DOUBLES_EQUAL(20.117973905426254, cauchy->loss(error2), 1e-8);
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DOUBLES_EQUAL(50.0, cauchy->loss(error3), 1e-8);
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DOUBLES_EQUAL(0.5, cauchy->loss(error4), 1e-8);
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}
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TEST(NoiseModel, robustFunctionGemanMcClure)
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{
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const double k = 1.0, error1 = 1.0, error2 = 10.0, error3 = -10.0, error4 = -1.0;
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@ -551,6 +568,22 @@ TEST(NoiseModel, robustFunctionTukey)
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DOUBLES_EQUAL(0.480266666666667, tukey->loss(error4), 1e-8);
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}
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TEST(NoiseModel, robustFunctionAsymmetricTukey)
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{
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const double k = 5.0, error1 = 1.0, error2 = 10.0, error3 = -10.0, error4 = -1.0;
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const mEstimator::AsymmetricTukey::shared_ptr tukey = mEstimator::AsymmetricTukey::Create(k);
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DOUBLES_EQUAL(0.9216, tukey->weight(error1), 1e-8);
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DOUBLES_EQUAL(0.0, tukey->weight(error2), 1e-8);
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// Test negative value to ensure we take absolute value of error.
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DOUBLES_EQUAL(10.0, tukey->weight(error3), 1e-8);
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DOUBLES_EQUAL(1.0, tukey->weight(error4), 1e-8);
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DOUBLES_EQUAL(0.480266666666667, tukey->loss(error1), 1e-8);
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DOUBLES_EQUAL(4.166666666666667, tukey->loss(error2), 1e-8);
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DOUBLES_EQUAL(50.0, tukey->loss(error3), 1e-8);
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DOUBLES_EQUAL(0.5, tukey->loss(error4), 1e-8);
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}
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TEST(NoiseModel, robustFunctionDCS)
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{
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const double k = 1.0, error1 = 1.0, error2 = 10.0;
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