Spaces:
Running
on
Zero
Running
on
Zero
Martin Tomov
commited on
insect region mask
Browse files
app.py
CHANGED
@@ -54,8 +54,6 @@ def annotate(image: Union[Image.Image, np.ndarray], detection_results: List[Dete
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yellow_background = np.full(image_cv2.shape, (0, 255, 255), dtype=np.uint8)
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for detection in detection_results:
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label = detection.label
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score = detection.score
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box = detection.box
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mask = detection.mask
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@@ -63,16 +61,12 @@ def annotate(image: Union[Image.Image, np.ndarray], detection_results: List[Dete
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mask_uint8 = (mask * 255).astype(np.uint8)
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contours, _ = cv2.findContours(mask_uint8, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)
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cv2.drawContours(yellow_background, contours, -1, (0, 0, 0), cv2.FILLED)
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# Drawing bounding box (border and inside should be yellow)
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cv2.rectangle(yellow_background, (box.xmin, box.ymin), (box.xmax, box.ymax), (0, 255, 255), cv2.FILLED) # Fill inside with yellow
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cv2.rectangle(yellow_background, (box.xmin, box.ymin), (box.xmax, box.ymax), (0, 255, 255), 2) # Draw border yellow
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yellow_background[
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return cv2.cvtColor(yellow_background, cv2.COLOR_BGR2RGB)
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def plot_detections(image: Union[Image.Image, np.ndarray], detections: List[DetectionResult]) -> np.ndarray:
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yellow_background = np.full(image_cv2.shape, (0, 255, 255), dtype=np.uint8)
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for detection in detection_results:
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box = detection.box
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mask = detection.mask
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mask_uint8 = (mask * 255).astype(np.uint8)
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contours, _ = cv2.findContours(mask_uint8, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)
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cv2.drawContours(yellow_background, contours, -1, (0, 0, 0), cv2.FILLED)
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# Extract insect region using mask
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insect_region = cv2.bitwise_and(image_cv2, image_cv2, mask=mask)
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yellow_background[mask > 0] = insect_region[mask > 0]
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return cv2.cvtColor(yellow_background, cv2.COLOR_BGR2RGB)
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def plot_detections(image: Union[Image.Image, np.ndarray], detections: List[DetectionResult]) -> np.ndarray:
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