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在yolov5-2.0项目文件下找到utils目录,打开utils.py文件,找到“plot_one_box()”函数,大概是在第940行位置。
内容如下:
- def plot_one_box(x, img, color=None, label=None, line_thickness=None):
- # Plots one bounding box on image img
- tl = line_thickness or round(0.002 * (img.shape[0] + img.shape[1]) / 2) + 1 # line/font thickness
- color = color or [random.randint(0, 255) for _ in range(3)]
- c1, c2 = (int(x[0]), int(x[1])), (int(x[2]), int(x[3]))
- cv2.rectangle(img, c1, c2, color, thickness=tl, lineType=cv2.LINE_AA)
- if label:
- tf = max(tl - 1, 1) # font thickness
- t_size = cv2.getTextSize(label, 0, fontScale=tl / 3, thickness=tf)[0]
- c2 = c1[0] + t_size[0], c1[1] - t_size[1] - 3
- cv2.rectangle(img, c1, c2, color, -1, cv2.LINE_AA) # filled
- cv2.putText(img, label, (c1[0], c1[1] - 2), 0, tl / 3, [225, 255, 255], thickness=tf, lineType=cv2.LINE_AA)
1、修改标签背景框,即找到下面代码,修改参数“ fontScale”,如“ fontScale=3=5”。
t_size = cv2.getTextSize(label, 0, fontScale=tl / 3, thickness=tf)[0]
2、修改标签字体格式,即找到下面代码 进行修改,参数“img, label, (c1[0], c1[1] - 2), 0, tl / 3, [225, 255, 255], thickness=tf”依次代表“图片,添加的文字,左上角坐标,字体样式,字体大小,颜色,字体粗细”,参数的值可以是0、1、2、3、4、5等等。
cv2.putText(img, label, (c1[0], c1[1] - 2), 0, tl / 3, [225, 255, 255], thickness=tf, lineType=cv2.LINE_AA)
字体样式如下:
3、取消检测标签,只保留检测框,注释掉若干行代码即可。
- def plot_one_box(x, img, color=None, label=None, line_thickness=None):
- # Plots one bounding box on image img
- tl = line_thickness or round(0.002 * (img.shape[0] + img.shape[1]) / 2) + 1 # line/font thickness
- color = color or [random.randint(0, 255) for _ in range(3)]
- c1, c2 = (int(x[0]), int(x[1])), (int(x[2]), int(x[3]))
- cv2.rectangle(img, c1, c2, color, thickness=tl, lineType=cv2.LINE_AA)
- # if label:
- # tf = max(tl - 1, 1) # font thickness
- # t_size = cv2.getTextSize(label, 0, fontScale=tl / 3, thickness=tf)[0]
- # c2 = c1[0] + t_size[0], c1[1] - t_size[1] - 3
- # cv2.rectangle(img, c1, c2, color, -1, cv2.LINE_AA) # filled
- # cv2.putText(img, label, (c1[0], c1[1] - 2), 0, tl / 3, [225, 255, 255], thickness=tf, lineType=cv2.LINE_AA)
4、修改随机颜色,可见每次detect后颜色都是随机生成的,因此我们需要把每类标签的颜色固定。把colors改为你想要的颜色,有多少个类别就选择多少颜色,也可以多列举几个颜色 :
- # Get names and colors
- names = model.module.names if hasattr(model, 'module') else model.names
- colors = [[random.randint(0, 255) for _ in range(3)] for _ in range(len(names))]
修改后:
- colors = [[0, 255, 0], [0, 0, 255], [255, 0, 0],[255, 150, 0],
- [255, 0, 150], [0, 150, 255], [150, 0, 255]]
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