forked from pradana.aumars/videocr
add adapter for OpenCV
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720c9d479f
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15
videocr/opencv_adapter.py
Normal file
15
videocr/opencv_adapter.py
Normal file
@ -0,0 +1,15 @@
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import cv2
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class Capture:
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def __init__(self, video_path):
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self.path = video_path
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def __enter__(self):
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self.cap = cv2.VideoCapture(self.path)
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if not self.cap.isOpened():
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raise IOError('Can not open video {}.'.format(self.path))
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return self.cap
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def __exit__(self, exc_type, exc_value, traceback):
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self.cap.release()
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@ -6,6 +6,7 @@ import cv2
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from . import constants
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from .models import PredictedFrame, PredictedSubtitle
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from .opencv_adapter import Capture
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class Video:
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@ -20,13 +21,10 @@ class Video:
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def __init__(self, path: str):
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self.path = path
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v = cv2.VideoCapture(path)
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if not v.isOpened():
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raise IOError('can not open video format {}'.format(path))
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with Capture(path) as v:
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self.num_frames = int(v.get(cv2.CAP_PROP_FRAME_COUNT))
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self.fps = v.get(cv2.CAP_PROP_FPS)
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self.height = int(v.get(cv2.CAP_PROP_FRAME_HEIGHT))
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v.release()
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def run_ocr(self, lang: str, time_start: str, time_end: str,
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conf_threshold:int, use_fullframe: bool) -> None:
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@ -41,13 +39,12 @@ class Video:
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num_ocr_frames = ocr_end - ocr_start
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# get frames from ocr_start to ocr_end
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v = cv2.VideoCapture(self.path)
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with Capture(self.path) as v, multiprocessing.Pool() as pool:
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v.set(cv2.CAP_PROP_POS_FRAMES, ocr_start)
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frames = (v.read()[1] for _ in range(num_ocr_frames))
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# perform ocr to frames in parallel
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with Pool() as pool:
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it_ocr = pool.imap(self._single_frame_ocr, frames, chunksize=10)
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it_ocr = pool.imap(self._image_to_data, frames, chunksize=10)
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self.pred_frames = [
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PredictedFrame(i + ocr_start, data, conf_threshold)
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for i, data in enumerate(it_ocr)]
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