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51 lines
2.2 KiB
Python
51 lines
2.2 KiB
Python
# Copyright (c) Alibaba, Inc. and its affiliates.
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import unittest
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from modelscope.outputs import OutputKeys
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from modelscope.pipelines import pipeline
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from modelscope.utils.constant import Tasks
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from modelscope.utils.cv.image_utils import show_video_tracking_result
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from modelscope.utils.test_utils import test_level
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class SingleObjectTracking(unittest.TestCase):
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def setUp(self) -> None:
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self.task = Tasks.video_single_object_tracking
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self.model_id = 'damo/cv_vitb_video-single-object-tracking_ostrack'
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self.model_id_procontext = 'damo/cv_vitb_video-single-object-tracking_procontext'
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_run_end2end(self):
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video_single_object_tracking = pipeline(
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Tasks.video_single_object_tracking, model=self.model_id)
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video_path = 'data/test/videos/dog.avi'
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init_bbox = [414, 343, 514, 449] # [x1, y1, x2, y2]
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result = video_single_object_tracking((video_path, init_bbox))
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print('result is : ', result[OutputKeys.BOXES])
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show_video_tracking_result(video_path, result[OutputKeys.BOXES],
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'./tracking_result.avi')
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_run_end2end_procontext(self):
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video_single_object_tracking = pipeline(
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Tasks.video_single_object_tracking, model=self.model_id_procontext)
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video_path = 'data/test/videos/dog.avi'
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init_bbox = [414, 343, 514, 449] # [x1, y1, x2, y2]
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result = video_single_object_tracking((video_path, init_bbox))
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assert OutputKeys.BOXES in result.keys() and len(
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result[OutputKeys.BOXES]) == 139
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@unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
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def test_run_modelhub_default_model(self):
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video_single_object_tracking = pipeline(
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Tasks.video_single_object_tracking)
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video_path = 'data/test/videos/dog.avi'
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init_bbox = [414, 343, 514, 449] # [x1, y1, x2, y2]
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result = video_single_object_tracking((video_path, init_bbox))
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print('result is : ', result[OutputKeys.BOXES])
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if __name__ == '__main__':
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unittest.main()
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