def test_noref_siti_fextractor_with_noref_asset(self): ref_path, dis_path, asset, asset_original = set_default_576_324_noref_videos_for_testing( ) self.fextractor = SiTiNorefFeatureExtractor([asset, asset_original], None, fifo_mode=True, result_store=None) self.fextractor.run() results = self.fextractor.results self.assertAlmostEqual(results[0]['SITI_noref_feature_si_score'], 79.27042052471928) self.assertAlmostEqual(results[0]['SITI_noref_feature_ti_score'], 13.580963712032636) self.assertAlmostEqual(results[1]['SITI_noref_feature_si_score'], 83.46568284569439) self.assertAlmostEqual(results[1]['SITI_noref_feature_ti_score'], 15.570422677885475) perc75 = partial(np.percentile, q=75) [result.set_score_aggregate_method(perc75) for result in results] self.assertAlmostEqual(results[0]['SITI_noref_feature_si_score'], 80.01507800178135) self.assertAlmostEqual(results[0]['SITI_noref_feature_ti_score'], 14.71399321502522) self.assertAlmostEqual(results[1]['SITI_noref_feature_si_score'], 84.00886573293045) self.assertAlmostEqual(results[1]['SITI_noref_feature_ti_score'], 16.862281850395433) perc100 = partial(np.percentile, q=100) [result.set_score_aggregate_method(perc100) for result in results] self.assertAlmostEqual(results[0]['SITI_noref_feature_si_score'], 82.84005099011819) self.assertAlmostEqual(results[0]['SITI_noref_feature_ti_score'], 17.60733889303054) self.assertAlmostEqual(results[1]['SITI_noref_feature_si_score'], 85.28055474796807) self.assertAlmostEqual(results[1]['SITI_noref_feature_ti_score'], 19.500837587311423)
def test_noref_moment_fextractor_with_noref_asset(self): ref_path, dis_path, asset, asset_original = set_default_576_324_noref_videos_for_testing( ) self.fextractor = MomentNorefFeatureExtractor([asset, asset_original], None, fifo_mode=True, result_store=None) self.fextractor.run() results = self.fextractor.results self.assertAlmostEqual(results[0]['Moment_noref_feature_1st_score'], 61.332006624999984) self.assertAlmostEqual(results[0]['Moment_noref_feature_2nd_score'], 4798.659574041666) self.assertAlmostEqual(results[0]['Moment_noref_feature_var_score'], 1036.8371843488285) self.assertAlmostEqual(results[1]['Moment_noref_feature_1st_score'], 59.788567297525134) self.assertAlmostEqual(results[1]['Moment_noref_feature_2nd_score'], 4696.668388042271) self.assertAlmostEqual(results[1]['Moment_noref_feature_var_score'], 1121.519917231207)
def test_run_noref_niqe_fextractor_with_patch_size(self): ref_path, dis_path, asset, asset_original = set_default_576_324_videos_for_testing( ) self.fextractor = NiqeNorefFeatureExtractor( [asset, asset_original], None, fifo_mode=False, result_store=None, optional_dict={'patch_size': 48}, optional_dict2=None, ) self.fextractor.run() results = self.fextractor.results self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha23_score'], 0.8430156250000006, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha13_score'], 0.71714583333333359, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha_m1_score'], 2.2195590277777795, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_blbr1_score'], 0.74061215376929412, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha23_score'], 0.9144918981481488, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha13_score'], 0.87132291666666728, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha_m1_score'], 2.8193532986111136, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_blbr1_score'], 0.99354006450609134, places=4)
def test_run_noref_niqe_fextractor_train(self): ref_path, dis_path, asset, asset_original = set_default_576_324_videos_for_testing( ) self.fextractor = NiqeNorefFeatureExtractor( [asset, asset_original], None, fifo_mode=False, result_store=None, optional_dict={'mode': 'train'}, optional_dict2=None, ) self.fextractor.run() results = self.fextractor.results self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha23_score'], 0.97259000000000073, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha13_score'], 0.80907000000000051, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha_m1_score'], 2.6135250000000019, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_blbr1_score'], 0.9150526409258144, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha23_score'], 0.97447727272727347, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha13_score'], 0.89120909090909162, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha_m1_score'], 3.0300909090909118, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_blbr1_score'], 1.0508255408831713, places=4)
def test_run_noref_niqe_fextractor(self): ref_path, dis_path, asset, asset_original = set_default_576_324_videos_for_testing( ) self.fextractor = NiqeNorefFeatureExtractor([asset, asset_original], None, fifo_mode=False, result_store=None) self.fextractor.run() results = self.fextractor.results self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha23_score'], 0.8168807870370377, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha13_score'], 0.6949641203703707, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha_m1_score'], 2.0924143518518536, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_blbr1_score'], 0.72958634325785898, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha23_score'], 0.89566087962963026, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha13_score'], 0.85539583333333391, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha_m1_score'], 2.7192025462962985, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_blbr1_score'], 0.98723051960738684, places=4)
def test_run_noref_brisque_fextractor(self): ref_path, dis_path, asset, asset_original = set_default_576_324_videos_for_testing( ) self.fextractor = BrisqueNorefFeatureExtractor([asset, asset_original], None, fifo_mode=True, result_store=None) self.fextractor.run() results = self.fextractor.results self.assertAlmostEqual( results[0]['BRISQUE_noref_feature_alpha23_score'], 0.7640625000000005, places=4) self.assertAlmostEqual( results[0]['BRISQUE_noref_feature_alpha13_score'], 0.6322500000000002, places=4) self.assertAlmostEqual(results[0]['BRISQUE_noref_feature_N34_score'], -0.007239876204980851, places=4) self.assertAlmostEqual( results[1]['BRISQUE_noref_feature_alpha23_score'], 0.8644583333333339, places=4) self.assertAlmostEqual( results[1]['BRISQUE_noref_feature_alpha13_score'], 0.82906250000000103, places=4) self.assertAlmostEqual(results[1]['BRISQUE_noref_feature_N34_score'], -0.0092448158862212092, places=4)
class NorefFeatureExtractorTest(unittest.TestCase): def tearDown(self): if hasattr(self, 'fextractor'): self.fextractor.remove_results() pass def test_noref_moment_fextractor(self): ref_path, dis_path, asset, asset_original = set_default_576_324_videos_for_testing( ) self.fextractor = MomentNorefFeatureExtractor([asset, asset_original], None, fifo_mode=True, result_store=None) self.fextractor.run() results = self.fextractor.results self.assertAlmostEqual(results[0]['Moment_noref_feature_1st_score'], 61.332006624999984) self.assertAlmostEqual(results[0]['Moment_noref_feature_2nd_score'], 4798.659574041666) self.assertAlmostEqual(results[0]['Moment_noref_feature_var_score'], 1036.8371843488285) self.assertAlmostEqual(results[1]['Moment_noref_feature_1st_score'], 59.788567297525134) self.assertAlmostEqual(results[1]['Moment_noref_feature_2nd_score'], 4696.668388042271) self.assertAlmostEqual(results[1]['Moment_noref_feature_var_score'], 1121.519917231207) def test_noref_moment_fextractor_with_noref_asset(self): ref_path, dis_path, asset, asset_original = set_default_576_324_noref_videos_for_testing( ) self.fextractor = MomentNorefFeatureExtractor([asset, asset_original], None, fifo_mode=True, result_store=None) self.fextractor.run() results = self.fextractor.results self.assertAlmostEqual(results[0]['Moment_noref_feature_1st_score'], 61.332006624999984) self.assertAlmostEqual(results[0]['Moment_noref_feature_2nd_score'], 4798.659574041666) self.assertAlmostEqual(results[0]['Moment_noref_feature_var_score'], 1036.8371843488285) self.assertAlmostEqual(results[1]['Moment_noref_feature_1st_score'], 59.788567297525134) self.assertAlmostEqual(results[1]['Moment_noref_feature_2nd_score'], 4696.668388042271) self.assertAlmostEqual(results[1]['Moment_noref_feature_var_score'], 1121.519917231207) def test_run_noref_brisque_fextractor(self): ref_path, dis_path, asset, asset_original = set_default_576_324_videos_for_testing( ) self.fextractor = BrisqueNorefFeatureExtractor([asset, asset_original], None, fifo_mode=True, result_store=None) self.fextractor.run() results = self.fextractor.results self.assertAlmostEqual( results[0]['BRISQUE_noref_feature_alpha23_score'], 0.7640625000000005, places=4) self.assertAlmostEqual( results[0]['BRISQUE_noref_feature_alpha13_score'], 0.6322500000000002, places=4) self.assertAlmostEqual(results[0]['BRISQUE_noref_feature_N34_score'], -0.007239876204980851, places=4) self.assertAlmostEqual( results[1]['BRISQUE_noref_feature_alpha23_score'], 0.8644583333333339, places=4) self.assertAlmostEqual( results[1]['BRISQUE_noref_feature_alpha13_score'], 0.82906250000000103, places=4) self.assertAlmostEqual(results[1]['BRISQUE_noref_feature_N34_score'], -0.0092448158862212092, places=4) def test_run_noref_niqe_fextractor(self): ref_path, dis_path, asset, asset_original = set_default_576_324_videos_for_testing( ) self.fextractor = NiqeNorefFeatureExtractor([asset, asset_original], None, fifo_mode=False, result_store=None) self.fextractor.run() results = self.fextractor.results self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha23_score'], 0.8168807870370377, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha13_score'], 0.6949641203703707, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha_m1_score'], 2.0924143518518536, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_blbr1_score'], 0.72958634325785898, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha23_score'], 0.89566087962963026, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha13_score'], 0.85539583333333391, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha_m1_score'], 2.7192025462962985, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_blbr1_score'], 0.98723051960738684, places=4) def test_run_noref_niqe_fextractor_train(self): ref_path, dis_path, asset, asset_original = set_default_576_324_videos_for_testing( ) self.fextractor = NiqeNorefFeatureExtractor( [asset, asset_original], None, fifo_mode=False, result_store=None, optional_dict={'mode': 'train'}, optional_dict2=None, ) self.fextractor.run() results = self.fextractor.results self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha23_score'], 0.97259000000000073, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha13_score'], 0.80907000000000051, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha_m1_score'], 2.6135250000000019, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_blbr1_score'], 0.9150526409258144, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha23_score'], 0.97447727272727347, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha13_score'], 0.89120909090909162, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha_m1_score'], 3.0300909090909118, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_blbr1_score'], 1.0508255408831713, places=4) def test_run_noref_niqe_fextractor_with_patch_size(self): ref_path, dis_path, asset, asset_original = set_default_576_324_videos_for_testing( ) self.fextractor = NiqeNorefFeatureExtractor( [asset, asset_original], None, fifo_mode=False, result_store=None, optional_dict={'patch_size': 48}, optional_dict2=None, ) self.fextractor.run() results = self.fextractor.results self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha23_score'], 0.8430156250000006, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha13_score'], 0.71714583333333359, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_alpha_m1_score'], 2.2195590277777795, places=4) self.assertAlmostEqual(results[0]['NIQE_noref_feature_blbr1_score'], 0.74061215376929412, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha23_score'], 0.9144918981481488, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha13_score'], 0.87132291666666728, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_alpha_m1_score'], 2.8193532986111136, places=4) self.assertAlmostEqual(results[1]['NIQE_noref_feature_blbr1_score'], 0.99354006450609134, places=4) def test_noref_siti_fextractor_with_noref_asset(self): ref_path, dis_path, asset, asset_original = set_default_576_324_noref_videos_for_testing( ) self.fextractor = SiTiNorefFeatureExtractor([asset, asset_original], None, fifo_mode=True, result_store=None) self.fextractor.run() results = self.fextractor.results self.assertAlmostEqual(results[0]['SITI_noref_feature_si_score'], 79.27042052471928) self.assertAlmostEqual(results[0]['SITI_noref_feature_ti_score'], 13.580963712032636) self.assertAlmostEqual(results[1]['SITI_noref_feature_si_score'], 83.46568284569439) self.assertAlmostEqual(results[1]['SITI_noref_feature_ti_score'], 15.570422677885475) perc75 = partial(np.percentile, q=75) [result.set_score_aggregate_method(perc75) for result in results] self.assertAlmostEqual(results[0]['SITI_noref_feature_si_score'], 80.01507800178135) self.assertAlmostEqual(results[0]['SITI_noref_feature_ti_score'], 14.71399321502522) self.assertAlmostEqual(results[1]['SITI_noref_feature_si_score'], 84.00886573293045) self.assertAlmostEqual(results[1]['SITI_noref_feature_ti_score'], 16.862281850395433) perc100 = partial(np.percentile, q=100) [result.set_score_aggregate_method(perc100) for result in results] self.assertAlmostEqual(results[0]['SITI_noref_feature_si_score'], 82.84005099011819) self.assertAlmostEqual(results[0]['SITI_noref_feature_ti_score'], 17.60733889303054) self.assertAlmostEqual(results[1]['SITI_noref_feature_si_score'], 85.28055474796807) self.assertAlmostEqual(results[1]['SITI_noref_feature_ti_score'], 19.500837587311423)