some changes to fix some minor bugs in table_parsing.py and post_processing.py
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@ -76,10 +76,13 @@ def has_table_shape(rects):
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def parse_table(image: np.array):
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def is_large_enough(stat):
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x1, y1, w, h, area = stat
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return area > 3000
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# was set too higg (3000): Boxes in a Table can definetly be smaller. example: a column titled "No." This cell has approximatly an area of 500 px based on 11pt letters
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# with extra condition for the length of height and width weirdly narrow rectangles can be filtered
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return area > 500 and w > 35 and h > 15
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gray_scale = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
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th1, img_bin = cv2.threshold(gray_scale, 150, 255, cv2.THRESH_BINARY)
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#changed threshold value from 150 to 200 b
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th1, img_bin = cv2.threshold(gray_scale, 195, 255, cv2.THRESH_BINARY)
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img_bin = ~img_bin
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img_bin = isolate_vertical_and_horizontal_components(img_bin)
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@ -88,9 +91,12 @@ def parse_table(image: np.array):
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_, _, stats, _ = cv2.connectedComponentsWithStats(~img_bin_final, connectivity=8, ltype=cv2.CV_32S)
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stats = np.vstack(list(filter(is_large_enough, stats)))
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print(stats)
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rects = stats[:, :-1][2:]
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# FIXME: produces false negatives for `data0/043d551b4c4c768b899eaece4466c836.pdf 1 --type table`
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rects = list(remove_isolated(rects, input_sorted=True))
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print(rects)
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# print(f"{has_table_shape(rects) = }")
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# if not has_table_shape(rects):
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@ -29,8 +29,8 @@ def remove_included(rectangles):
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rectangles = map(vec_rect_to_xywh, rectangles)
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return rectangles
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def adjacent1d(n, m, tolerance=1):
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#tolerance was set too low (1) most lines are 2px wide
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def adjacent1d(n, m, tolerance=2):
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return abs(n - m) <= tolerance
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@ -43,6 +43,7 @@ def adjacent(a, b):
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"""
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def adjacent2d(g, h, i, j, k, l):
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#print(abs(g-h), [k <= p <= l for p in [i, j]])
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return adjacent1d(g, h) and any(k <= p <= l for p in [i, j])
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if any(x is None for x in (a, b)):
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@ -50,10 +51,17 @@ def adjacent(a, b):
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v1 = a.xmin, a.ymin
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v2 = a.xmax, a.ymax
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print("topleft and bottom right rec1", v1,v2)
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w1 = b.xmin, b.ymin
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w2 = b.xmax, b.ymax
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print("topleft and bottom right rec2", w1, w2)
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# some rectangles are compared twice
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print((
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adjacent2d(v2[0], w1[0], w1[1], w2[1], v1[1], v2[1]),
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adjacent2d(v1[0], w2[0], w1[1], w2[1], v1[1], v2[1]),
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adjacent2d(v2[1], w1[1], w1[0], w2[0], v1[0], v2[0]),
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adjacent2d(v1[1], w2[1], w1[0], w2[0], v1[0], v2[0]),
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))
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return any(
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(
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adjacent2d(v2[0], w1[0], w1[1], w2[1], v1[1], v2[1]),
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@ -81,6 +89,7 @@ def __remove_isolated_sorted(rectangles):
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return any(starmap(adjacent, [(left, center), (center, right)]))
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rectangles = list(map(xywh_to_vec_rect, rectangles))
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# print("rectangles after coordinates to vetor rectangles", len(rectangles), "\n", rectangles)
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lefts = [None, *rectangles[:-1]]
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rights = [*rectangles[1:], None]
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@ -117,7 +126,6 @@ def xywh_to_vec_rect(rect):
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def vecs_to_vec_rect(rect):
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print(rect)
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v1, v2 = rect
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return Rectangle(*v1, *v2)
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