Created
July 9, 2015 08:47
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Excessive detection window elimination.
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def intersection_ratio(rect_a, rect_b): | |
r_a_1 = rect_a["r"] | |
r_a_2 = rect_a["r"] + rect_a["height"] | |
c_a_1 = rect_a["c"] | |
c_a_2 = rect_a["c"] + rect_a["width"] | |
r_b_1 = rect_b["r"] | |
r_b_2 = rect_b["r"] + rect_b["height"] | |
c_b_1 = rect_b["c"] | |
c_b_2 = rect_b["c"] + rect_b["width"] | |
area_a = rect_a["height"] * rect_a["width"] | |
area_b = rect_b["height"] * rect_b["width"] | |
intersection_area = max(0, min(c_a_2, c_b_2) - max(c_a_1, c_b_1)) * max(0, min(r_a_2, r_b_2) - max(r_a_1, r_b_1)) | |
union_area = area_a + area_b - intersection_area | |
smaller_area = area_a if area_b > area_a else area_b | |
ratio = float(intersection_area) / smaller_area | |
return ratio | |
clusters = [] | |
clusters.append([res[0], 1]) | |
for current_rect in res[1:]: | |
new_cluster = True | |
for cluster in clusters: | |
if intersection_ratio(current_rect, cluster[0]) > 0.5: | |
cluster[0]["r"] = (cluster[0]["r"] + current_rect["r"]) / 2.0 | |
cluster[0]["c"] = (cluster[0]["c"] + current_rect["c"]) / 2.0 | |
cluster[0]["width"] = (cluster[0]["width"] + current_rect["width"]) / 2.0 | |
cluster[0]["height"] = (cluster[0]["height"] + current_rect["height"]) / 2.0 | |
cluster[1] += 1 | |
new_cluster = False | |
if new_cluster: | |
clusters.append([current_rect, 1]) | |
clusters |
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