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@ -18,6 +18,8 @@ class Video:
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num_frames: int |
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fps: float |
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height: int |
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width: int |
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resize_dim: List[int] |
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pred_frames: List[PredictedFrame] |
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pred_subs: List[PredictedSubtitle] |
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@ -27,6 +29,9 @@ class Video:
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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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self.width = int(v.get(cv2.CAP_PROP_FRAME_WIDTH)) |
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scale_percent = 47 # apparently 32 pixels is the optimal character height for tesseract. |
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self.resize_dim=(int(self.width * scale_percent/100), int(self.height * scale_percent/100)) |
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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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@ -56,8 +61,16 @@ class Video:
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if not self.use_fullframe: |
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# only use bottom half of the frame by default |
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img = img[self.height // 2:, :] |
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img = cv2.bitwise_not(cv2.bitwise_and(img, img, mask=cv2.inRange(img, (190, 190, 190), (255, 255, 255)))) |
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config = '--tessdata-dir "{}"'.format(constants.TESSDATA_DIR) |
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# dilate and resize |
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img=cv2.resize(cv2.dilate(img, np.ones((2, 2), np.uint8)), self.resize_dim, interpolation=cv2.INTER_AREA) |
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# mask to filter out non gray-like pixels/pixels that are not bright enough |
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hsv = cv2.cvtColor(img, cv2.COLOR_BGR2HSV) |
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color_mask = cv2.inRange(hsv, (0, 0, 190), (179, 20, 255)) |
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# apply mask, inverse image so it's black text on white background, add borders to top and bottom |
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img = cv2.copyMakeBorder(cv2.bitwise_not(cv2.bitwise_and(img, img, mask=color_mask)), 10, 10, 0, 0, cv2.BORDER_CONSTANT, None, (255,255,255) |
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config = '--tessdata-dir "{}" --psm 7 -c preserve_interword_spaces=1'.format(constants.TESSDATA_DIR) |
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try: |
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return pytesseract.image_to_data(img, lang=self.lang, config=config) |
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except Exception as e: |
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