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原始的YOLOv5预测结果是在图片上面绘制矩阵框,但是在视觉效果上并不明显。
因此将矩阵框的形式改为绘制透明mask。
代码实现:
修改YOLOv5工程中的utils/plots.py
部分代码,class Annotator
中的函数进行如下替换,主要是两处TODO:
def box_label(self, box, label='', color=(128, 128, 128), txt_color=(255, 255, 255)): # Add one xyxy box to image with label if self.pil or not is_ascii(label): self.draw.rectangle(box, width=self.lw, outline=color) # box if label: w, h = self.font.getsize(label) # text width, height outside = box[1] - h >= 0 # label fits outside box self.draw.rectangle( (box[0], box[1] - h if outside else box[1], box[0] + w + 1, box[1] + 1 if outside else box[1] + h + 1), fill=color, ) # self.draw.text((box[0], box[1]), label, fill=txt_color, font=self.font, anchor='ls') # for PIL>8.0 self.draw.text((box[0], box[1] - h if outside else box[1]), label, fill=txt_color, font=self.font) else: # cv2 p1, p2 = (int(box[0]), int(box[1])), (int(box[2]), int(box[3])) # TODO mask1-1 cv2.rectangle(self.im, p1, p2, color, thickness=self.lw, lineType=cv2.LINE_AA) # self.im = self.mask_label(self.im, p1, p2, color) if label: tf = max(self.lw - 1, 1) # font thickness w, h = cv2.getTextSize(label, 0, fontScale=self.lw / 3, thickness=tf)[0] # text width, height outside = p1[1] - h >= 3 p2 = p1[0] + w, p1[1] - h - 3 if outside else p1[1] + h + 3 cv2.rectangle(self.im, p1, p2, color, -1, cv2.LINE_AA) # filled cv2.putText(self.im, label, (p1[0], p1[1] - 2 if outside else p1[1] + h + 2), 0, self.lw / 3, txt_color, thickness=tf, lineType=cv2.LINE_AA) # TODO mask1-2 def mask_label(self, img, pos1, pos2, color, thickness=-1, alpha=1, beta=0.5, gamma=0): mask_zeros = np.zeros((img.shape), dtype=np.uint8) mask = cv2.rectangle(mask_zeros, pos1, pos2, color, thickness) mask_img = cv2.addWeighted(img, alpha, mask, beta, gamma) return mask_img
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