Upload metric.py
Browse files- metric/metric.py +31 -71
metric/metric.py
CHANGED
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@@ -228,7 +228,7 @@ def extract_numbers(s):
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def extract_numbers_float(s):
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numbers = []
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for num_str in re.findall(r'\d+\.\d+|\d+', s):
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if '.' in num_str:
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numbers.append(float(num_str))
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else:
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@@ -236,50 +236,34 @@ def extract_numbers_float(s):
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return numbers
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def extract_numbers_float2(s):
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numbers = []
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for num_str in re.findall(r'\d+\.\d+', s):
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numbers.append(float(num_str))
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return numbers
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def group_numbers_into_fours(num_list):
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"""
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将数字列表按每4个元素分组,并验证总长度是否为4的倍数
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参数:
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num_list -- 全数字组成的列表,如 [1,2,3,4,5,6,7,8]
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返回:
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分组后的二维列表,如 [[1,2,3,4], [5,6,7,8]]
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异常:
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ValueError -- 当输入列表长度不是4的倍数时抛出
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"""
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n = len(num_list)
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# 验证长度是否为4的倍数
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# if n % 4 != 0:
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# raise ValueError(f"数字个数 {n} 不是4的倍数,无法完整分组")
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# 按步长4切割列表
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result = [num_list[i:i + 4] for i in range(0, n-3, 4)]
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return result
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def clean_string_for_box(input_str):
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return re.sub(r'[^\[\], .\d]', '', input_str)
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def parse_bbox_string(bbox_str):
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"""
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"""
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try:
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-
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bbox_str = clean_string_for_box(bbox_str)
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bbox_nums = extract_numbers_float(bbox_str)
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bboxes = group_numbers_into_fours(bbox_nums)
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# bboxes = ast.literal_eval(bbox_str)
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return bboxes
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except Exception as e:
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print("
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return []
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def parse_bbox_string2(bbox_str):
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@@ -287,27 +271,27 @@ def parse_bbox_string2(bbox_str):
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"""
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"""
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try:
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bbox_str = clean_string_for_box(bbox_str)
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bbox_nums = extract_numbers_float2(bbox_str)
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bboxes = group_numbers_into_fours(bbox_nums)
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# bboxes = ast.literal_eval(bbox_str)
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return bboxes
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except Exception as e:
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print("
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return []
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def calculate_iou(box1, box2):
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"""
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"""
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# print("box 1",box1)
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# print("box 2",box2)
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x1_1, y1_1, x2_1, y2_1 = box1
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x1_2, y1_2, x2_2, y2_2 = box2
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-
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x_left = max(x1_1, x1_2)
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y_top = max(y1_1, y1_2)
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x_right = min(x2_1, x2_2)
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@@ -319,21 +303,21 @@ def calculate_iou(box1, box2):
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if x1_2 > x2_2: return 0.0
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if y1_2 > y2_2: return 0.0
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-
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if x_right < x_left or y_bottom < y_top:
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return 0.0
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intersection_area = (x_right - x_left) * (y_bottom - y_top)
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box1_area = (x2_1 - x1_1) * (y2_1 - y1_1)
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box2_area = (x2_2 - x1_2) * (y2_2 - y1_2)
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union_area = box1_area + box2_area - intersection_area
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iou = intersection_area / union_area
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return iou
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@@ -344,11 +328,11 @@ def calculate_centerpoint(norm_gt_bboxs, norm_pre_bbox):
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cx1 = (x1_1 + x2_1) / 2.0
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cy1 = (y1_1 + y2_1) / 2.0
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cx2 = (x1_2 + x2_2) / 2.0
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cy2 = (y1_2 + y2_2) / 2.0
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dist = math.hypot(cx1 - cx2, cy1 - cy2)
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return dist
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@@ -357,13 +341,11 @@ def calculate_area_ratio(box1, box2):
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"""
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"""
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# print("box 1",box1)
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# print("box 2",box2)
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x1_1, y1_1, x2_1, y2_1 = box1
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x1_2, y1_2, x2_2, y2_2 = box2
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box1_area = (x2_1 - x1_1) * (y2_1 - y1_1)
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box2_area = (x2_2 - x1_2) * (y2_2 - y1_2)
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if box1_area <= 0:
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@@ -395,16 +377,12 @@ def norm_bbox(norm_bbox,size):
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def bbox_number_types(bboxes):
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"""
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判断一组 bbox 列表中的每个数字是整数还是小数。
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:param bboxes: List[List[float]],每个 bbox 为 [x1, y1, x2, y2]
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:return: List[List[str]],与 bboxes 结构相同,每个位置返回 "int" 或 "float"
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"""
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result = []
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for box in bboxes:
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types = []
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for num in box:
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if isinstance(num, (int,)) or (isinstance(num, float) and num.is_integer()):
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types.append("int")
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else:
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@@ -870,7 +848,6 @@ def task_poster_detection(data, max_box_num=30):
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# print(f"{ratio:3f} boxes: {len(gt_bboxs)}")
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wrong_recall += 1
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# else:
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"""最多算5个bbox"""
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incount_bbox_num = min(len(gt_bboxs), len(pre_bboxs), max_box_num)
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for i in range(incount_bbox_num):
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# print(pre_bboxs[i])
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@@ -1043,48 +1020,31 @@ def task_layout_generation(data):
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def extract_last_bracket_list(s: str) -> list:
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"""
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在字符串中定位最后一个 '[' 和最后一个 ']',并将它们之间的内容提取、
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按逗号拆分后返回为 Python 列表。
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Args:
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s (str): 输入字符串
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Returns:
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list: 拆分后的元素列表(去除两端空白),如果未找到匹配的括号,则返回空列表
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"""
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#
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last_open = s.rfind('[')
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last_close = s.rfind(']')
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#
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if last_open == -1 or last_close == -1 or last_open > last_close:
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return []
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content = s[last_open + 1:last_close]
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# 如果希望支持空元素,也可以改用 content.split(',')
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items = [int(item.strip()) for item in content.split(',') if item.strip()]
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return items
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def list_iou(list1, list2):
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"""
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计算两个列表(或任何可迭代对象)中元素的交并比(IoU)。
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Args:
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list1 (list): 第一个列表
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list2 (list): 第二个列表
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Returns:
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float: IoU 值,范围 [0, 1]。如果二者都为空,则返回 1.0。
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"""
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set1 = set(list1)
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set2 = set(list2)
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if not set1 and not set2:
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return 1.0
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intersection = set1 & set2
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union = set1 | set2
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@@ -1206,10 +1166,10 @@ if __name__=="__main__":
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print(os.path.basename(json_item))
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data = read_json_file(json_item)
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"""ocr"""
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"""font size ocr"""
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# mean, std, mean3, std3, mean_r = task_font_size(data)
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# print(f"& {mean:.3f} & {std:.3f} & {mean3:.3f} & {std3:.3f} & {mean_r:.3f}")
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@@ -1251,5 +1211,5 @@ if __name__=="__main__":
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# bias, area_rate, rate = task_layout_generation(data)
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# print(f"{bias:.3f} & {area_rate:.3f} & {rate:.3f}")
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"""advertisement understanding"""
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points = task_ads(data)
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print(f"& {points:.3f}")
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def extract_numbers_float(s):
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numbers = []
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for num_str in re.findall(r'\d+\.\d+|\d+', s):
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if '.' in num_str:
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numbers.append(float(num_str))
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else:
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return numbers
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def extract_numbers_float2(s):
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numbers = []
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for num_str in re.findall(r'\d+\.\d+', s):
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numbers.append(float(num_str))
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return numbers
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def group_numbers_into_fours(num_list):
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n = len(num_list)
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result = [num_list[i:i + 4] for i in range(0, n-3, 4)]
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return result
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def clean_string_for_box(input_str):
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return re.sub(r'[^\[\], .\d]', '', input_str)
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def parse_bbox_string(bbox_str):
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"""
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"""
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try:
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bbox_str = clean_string_for_box(bbox_str)
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bbox_nums = extract_numbers_float(bbox_str)
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bboxes = group_numbers_into_fours(bbox_nums)
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# bboxes = ast.literal_eval(bbox_str)
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return bboxes
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except Exception as e:
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print("error", e)
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return []
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def parse_bbox_string2(bbox_str):
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"""
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"""
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try:
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bbox_str = clean_string_for_box(bbox_str)
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bbox_nums = extract_numbers_float2(bbox_str)
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bboxes = group_numbers_into_fours(bbox_nums)
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# bboxes = ast.literal_eval(bbox_str)
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return bboxes
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except Exception as e:
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print("error:", e)
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return []
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def calculate_iou(box1, box2):
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"""
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"""
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# print("box 1",box1)
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# print("box 2",box2)
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x1_1, y1_1, x2_1, y2_1 = box1
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x1_2, y1_2, x2_2, y2_2 = box2
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x_left = max(x1_1, x1_2)
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y_top = max(y1_1, y1_2)
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x_right = min(x2_1, x2_2)
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if x1_2 > x2_2: return 0.0
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if y1_2 > y2_2: return 0.0
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if x_right < x_left or y_bottom < y_top:
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return 0.0
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intersection_area = (x_right - x_left) * (y_bottom - y_top)
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box1_area = (x2_1 - x1_1) * (y2_1 - y1_1)
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box2_area = (x2_2 - x1_2) * (y2_2 - y1_2)
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union_area = box1_area + box2_area - intersection_area
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iou = intersection_area / union_area
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return iou
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cx1 = (x1_1 + x2_1) / 2.0
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cy1 = (y1_1 + y2_1) / 2.0
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cx2 = (x1_2 + x2_2) / 2.0
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cy2 = (y1_2 + y2_2) / 2.0
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dist = math.hypot(cx1 - cx2, cy1 - cy2)
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return dist
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"""
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"""
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x1_1, y1_1, x2_1, y2_1 = box1
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x1_2, y1_2, x2_2, y2_2 = box2
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box1_area = (x2_1 - x1_1) * (y2_1 - y1_1)
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box2_area = (x2_2 - x1_2) * (y2_2 - y1_2)
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if box1_area <= 0:
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def bbox_number_types(bboxes):
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"""
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"""
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result = []
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for box in bboxes:
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types = []
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for num in box:
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if isinstance(num, (int,)) or (isinstance(num, float) and num.is_integer()):
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types.append("int")
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else:
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# print(f"{ratio:3f} boxes: {len(gt_bboxs)}")
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wrong_recall += 1
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# else:
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incount_bbox_num = min(len(gt_bboxs), len(pre_bboxs), max_box_num)
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for i in range(incount_bbox_num):
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# print(pre_bboxs[i])
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def extract_last_bracket_list(s: str) -> list:
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"""
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"""
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#
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last_open = s.rfind('[')
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last_close = s.rfind(']')
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+
#
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if last_open == -1 or last_close == -1 or last_open > last_close:
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return []
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+
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content = s[last_open + 1:last_close]
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items = [int(item.strip()) for item in content.split(',') if item.strip()]
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return items
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def list_iou(list1, list2):
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"""
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"""
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set1 = set(list1)
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set2 = set(list2)
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if not set1 and not set2:
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return 1.0
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intersection = set1 & set2
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union = set1 | set2
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print(os.path.basename(json_item))
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data = read_json_file(json_item)
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"""ocr"""
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logo_ac = task_logo_cor(data)
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poster_ac = task_poster_ocr(data)
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pc_wr1, pc_wr2, pc_r, cc_wr1, cc_wr2, cc_r, pw_wr1, pw_wr2, pw_r, cw_wr1, cw_wr2, cW_r = task_4_ocr(data)
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| 1172 |
+
print(f"& {logo_ac:.3f} & {poster_ac:.3f} & {pc_wr1:.3f} & {pc_wr2:.3f} & {pc_r:.3f} & {cc_wr1:.3f} & {cc_wr2:.3f} & {cc_r:.3f} & {pw_wr1:.3f} & {pw_wr2:.3f} & {pw_r:.3f} & {cw_wr1:.3f} & {cw_wr2:.3f} & {cW_r:.3f}")
|
| 1173 |
"""font size ocr"""
|
| 1174 |
# mean, std, mean3, std3, mean_r = task_font_size(data)
|
| 1175 |
# print(f"& {mean:.3f} & {std:.3f} & {mean3:.3f} & {std3:.3f} & {mean_r:.3f}")
|
|
|
|
| 1211 |
# bias, area_rate, rate = task_layout_generation(data)
|
| 1212 |
# print(f"{bias:.3f} & {area_rate:.3f} & {rate:.3f}")
|
| 1213 |
"""advertisement understanding"""
|
| 1214 |
+
# points = task_ads(data)
|
| 1215 |
+
# print(f"& {points:.3f}")
|