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| import random | |
| from PIL import ImageDraw | |
| def plot_one_box(x, img, color=None, label=None, line_thickness=None): | |
| """ | |
| Helper Functions for Plotting BBoxes | |
| :param x: | |
| :param img: | |
| :param color: | |
| :param label: | |
| :param line_thickness: | |
| :return: | |
| """ | |
| width, height = img.size | |
| tl = line_thickness or round(0.002 * (width + height) / 2) + 1 # line/font thickness | |
| color = color or (random.randint(0, 255), random.randint(0, 255), random.randint(0, 255)) | |
| c1, c2 = (int(x[0]), int(x[1])), (int(x[2]), int(x[3])) | |
| img_draw = ImageDraw.Draw(img) | |
| img_draw.rectangle((c1[0], c1[1], c2[0], c2[1]), outline=color, width=tl) | |
| if label: | |
| tf = max(tl - 1, 1) # font thickness | |
| x1, y1, x2, y2 = img_draw.textbbox(c1, label, stroke_width=tf) | |
| img_draw.rectangle((x1, y1, x2, y2), fill=color) | |
| img_draw.text((x1, y1), label, fill=(255, 255, 255)) | |
| def add_bboxes(pil_img, result, confidence=0.6): | |
| """ | |
| Plotting Bounding Box on img | |
| :param pil_img: | |
| :param result: | |
| :param confidence: | |
| :return: | |
| """ | |
| for box in result.boxes: | |
| [cl] = box.cls.tolist() | |
| [conf] = box.conf.tolist() | |
| if conf < confidence: | |
| continue | |
| [rect] = box.xyxy.tolist() | |
| text = f'{result.names[cl]}: {conf: 0.2f}' | |
| plot_one_box(x=rect, img=pil_img, label=text) | |
| return pil_img | |
| def add_bboxes2(pil_img, result, confidence=0.6): | |
| """ | |
| Plotting Bounding Box on img | |
| :param pil_img: | |
| :param result: | |
| :param confidence: | |
| :return: | |
| """ | |
| for box in result['boxes']: | |
| cl = box['cls'] | |
| conf = box['conf'] | |
| if conf < confidence: | |
| continue | |
| rect = box['xyxy'] | |
| text = f'{cl}: {conf: 0.2f}' | |
| plot_one_box(x=rect, img=pil_img, label=text) | |
| return pil_img | |