import json import os from PIL import Image, ImageDraw, ImageColor, ImageFont def load_annotation(image_key): with open(os.path.join('annotations', '{:s}.json'.format(image_key)), 'r') as fid: anno = json.load(fid) return anno def visualize_gt(image_key, anno, color='green', alpha=125, font=None): try: font = ImageFont.truetype('arial.ttf', 15) except: print('Falling back to default font...') font = ImageFont.load_default() with Image.open(os.path.join('images', '{:s}.jpg'.format(image_key))) as img: img = img.convert('RGBA') img_draw = ImageDraw.Draw(img) rects = Image.new('RGBA', img.size) rects_draw = ImageDraw.Draw(rects) for obj in anno['objects']: x1 = obj['bbox']['xmin'] y1 = obj['bbox']['ymin'] x2 = obj['bbox']['xmax'] y2 = obj['bbox']['ymax'] color_tuple = ImageColor.getrgb(color) if len(color_tuple) == 3: color_tuple = color_tuple + (alpha,) else: color_tuple[-1] = alpha rects_draw.rectangle((x1+1, y1+1, x2-1, y2-1), fill=color_tuple) img_draw.line(((x1, y1), (x2, y1), (x2, y2), (x1, y2), (x1, y1)), fill='black', width=1) class_name = obj['label'] img_draw.text((x1 + 5, y1 + 5), class_name, font=font) img = Image.alpha_composite(img, rects) return img if __name__ == '__main__': image_key = 'Bh36Ed4HBJatMpSNnFTgTw' # load the annotation json anno = load_annotation(image_key) # visualize traffic sign boxes on the image vis_img = visualize_gt(image_key, anno) vis_img.show()