From 612162d76517ef2241c472bb7744fc127caef592 Mon Sep 17 00:00:00 2001 From: MediaPipe Team Date: Wed, 30 Aug 2023 13:51:38 -0700 Subject: [PATCH] Check if the image contains valid face that can be aligned for stylization. If not, throw an exception for invalid input image. This is applied to both input stylized face and raw face. PiperOrigin-RevId: 561439600 --- .../python/vision/face_stylizer/dataset.py | 6 ++++++ .../vision/face_stylizer/dataset_test.py | 10 ++++++++-- .../input/style/sketch/boy-6030802_1280.jpg | Bin 0 -> 281385 bytes 3 files changed, 14 insertions(+), 2 deletions(-) create mode 100644 mediapipe/model_maker/python/vision/face_stylizer/testdata/input/style/sketch/boy-6030802_1280.jpg diff --git a/mediapipe/model_maker/python/vision/face_stylizer/dataset.py b/mediapipe/model_maker/python/vision/face_stylizer/dataset.py index fd86df960..eb324028a 100644 --- a/mediapipe/model_maker/python/vision/face_stylizer/dataset.py +++ b/mediapipe/model_maker/python/vision/face_stylizer/dataset.py @@ -40,6 +40,12 @@ def _preprocess_face_dataset( tf.compat.v1.logging.info('Preprocess image %s', path) image = image_module.Image.create_from_file(path) aligned_image = aligner.align(image) + if aligned_image is None: + raise ValueError( + 'ERROR: Invalid image. No face is detected and aligned. Please make' + ' sure the image has a single face that is facing straightforward and' + ' not significantly rotated.' + ) aligned_image_tensor = tf.convert_to_tensor(aligned_image.numpy_view()) preprocessed_images.append(aligned_image_tensor) diff --git a/mediapipe/model_maker/python/vision/face_stylizer/dataset_test.py b/mediapipe/model_maker/python/vision/face_stylizer/dataset_test.py index 914f50007..242140811 100644 --- a/mediapipe/model_maker/python/vision/face_stylizer/dataset_test.py +++ b/mediapipe/model_maker/python/vision/face_stylizer/dataset_test.py @@ -27,8 +27,8 @@ class DatasetTest(tf.test.TestCase): def test_from_image(self): test_image_file = 'input/style/cartoon/cartoon.jpg' - input_data_dir = test_utils.get_test_data_path(test_image_file) - data = dataset.Dataset.from_image(filename=input_data_dir) + input_image_path = test_utils.get_test_data_path(test_image_file) + data = dataset.Dataset.from_image(filename=input_image_path) self.assertEqual(data.num_classes, 1) self.assertEqual(data.label_names, ['cartoon']) self.assertLen(data, 1) @@ -37,6 +37,12 @@ class DatasetTest(tf.test.TestCase): with self.assertRaisesRegex(ValueError, 'Unsupported image formats: .zip'): dataset.Dataset.from_image(filename='input/style/cartoon/cartoon.zip') + def test_from_image_raise_value_error_for_invalid_image(self): + with self.assertRaisesRegex(ValueError, 'Invalid image'): + test_image_file = 'input/style/sketch/boy-6030802_1280.jpg' + input_image_path = test_utils.get_test_data_path(test_image_file) + dataset.Dataset.from_image(filename=input_image_path) + if __name__ == '__main__': tf.test.main() diff --git a/mediapipe/model_maker/python/vision/face_stylizer/testdata/input/style/sketch/boy-6030802_1280.jpg b/mediapipe/model_maker/python/vision/face_stylizer/testdata/input/style/sketch/boy-6030802_1280.jpg new file mode 100644 index 0000000000000000000000000000000000000000..042f2c9d175f64062468e9cfc1eb3ac443a46112 GIT binary patch literal 281385 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