Parsing COCO

In [1]:

    

import json


    

In [4]:

    

loc = "/Users/adammenges/Dropbox (Lobe)/Datasets/COCO/Offical/Captions/captions_train2014.json"
loc_ins = "/Users/adammenges/Dropbox (Lobe)/Datasets/COCO/Offical/Instances/instances_train2014.json"


    

In [5]:

    

with open(loc) as data_file:    
    caps = json.load(data_file)
    
with open(loc_ins) as data_file:    
    ins = json.load(data_file)


    

In [6]:

    

caps.keys()


    

    
Out[6]:





dict_keys(['info', 'images', 'licenses', 'annotations'])

In [7]:

    

caps['images']


    

    
Out[7]:





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  'width': 612},
 {'coco_url': 'http://mscoco.org/images/282523',
  'date_captured': '2013-11-24 16:04:24',
  'file_name': 'COCO_train2014_000000282523.jpg',
  'flickr_url': 'http://farm9.staticflickr.com/8007/6998171690_49aac8e439_z.jpg',
  'height': 426,
  'id': 282523,
  'license': 2,
  'width': 640},
 {'coco_url': 'http://mscoco.org/images/352208',
  'date_captured': '2013-11-24 18:55:00',
  'file_name': 'COCO_train2014_000000352208.jpg',
  'flickr_url': 'http://farm3.staticflickr.com/2588/5697604484_de4560f8e0_z.jpg',
  'height': 480,
  'id': 352208,
  'license': 4,
  'width': 640},
 {'coco_url': 'http://mscoco.org/images/477115',
  'date_captured': '2013-11-24 19:03:44',
  'file_name': 'COCO_train2014_000000477115.jpg',
  'flickr_url': 'http://farm7.staticflickr.com/6141/5944490869_ff749ef2a4_z.jpg',
  'height': 480,
  'id': 477115,
  'license': 1,
  'width': 640},
 {'coco_url': 'http://mscoco.org/images/355628',
  'date_captured': '2013-11-24 19:25:07',
  'file_name': 'COCO_train2014_000000355628.jpg',
  'flickr_url': 'http://farm4.staticflickr.com/3323/3557329222_089075fac4_z.jpg',
  'height': 640,
  'id': 355628,
  'license': 1,
  'width': 426},
 {'coco_url': 'http://mscoco.org/images/69564',
  'date_captured': '2013-11-24 19:43:01',
  'file_name': 'COCO_train2014_000000069564.jpg',
  'flickr_url': 'http://farm4.staticflickr.com/3187/2859101120_0cb5c38c78_z.jpg',
  'height': 640,
  'id': 69564,
  'license': 5,
  'width': 490},
 {'coco_url': 'http://mscoco.org/images/311099',
  'date_captured': '2013-11-24 19:45:19',
  'file_name': 'COCO_train2014_000000311099.jpg',
  'flickr_url': 'http://farm3.staticflickr.com/2302/2850144378_c980f0fb91_z.jpg',
  'height': 640,
  'id': 311099,
  'license': 3,
  'width': 428},
 {'coco_url': 'http://mscoco.org/images/278698',
  'date_captured': '2013-11-24 20:22:04',
  'file_name': 'COCO_train2014_000000278698.jpg',
  'flickr_url': 'http://farm4.staticflickr.com/3577/3392126342_3ed56099b3_z.jpg',
  'height': 640,
  'id': 278698,
  'license': 5,
  'width': 480},
 {'coco_url': 'http://mscoco.org/images/144371',
  'date_captured': '2013-11-24 20:32:57',
  'file_name': 'COCO_train2014_000000144371.jpg',
  'flickr_url': 'http://farm9.staticflickr.com/8509/8587058321_f83b4305af_z.jpg',
  'height': 427,
  'id': 144371,
  'license': 1,
  'width': 640},
 {'coco_url': 'http://mscoco.org/images/173695',
  'date_captured': '2013-11-24 20:46:49',
  'file_name': 'COCO_train2014_000000173695.jpg',
  'flickr_url': 'http://farm3.staticflickr.com/2792/4092673894_f1a433c0e9_z.jpg',
  'height': 640,
  'id': 173695,
  'license': 1,
  'width': 640},
 {'coco_url': 'http://mscoco.org/images/333518',
  'date_captured': '2013-11-24 20:51:48',
  'file_name': 'COCO_train2014_000000333518.jpg',
  'flickr_url': 'http://farm4.staticflickr.com/3359/3407315167_2bf0194a08_z.jpg',
  'height': 375,
  'id': 333518,
  'license': 3,
  'width': 500},
 {'coco_url': 'http://mscoco.org/images/121101',
  'date_captured': '2013-11-24 20:52:28',
  'file_name': 'COCO_train2014_000000121101.jpg',
  'flickr_url': 'http://farm3.staticflickr.com/2352/3544850398_eb96a95ef5_z.jpg',
  'height': 640,
  'id': 121101,
  'license': 1,
  'width': 427},
 {'coco_url': 'http://mscoco.org/images/24076',
  'date_captured': '2013-11-24 20:52:31',
  'file_name': 'COCO_train2014_000000024076.jpg',
  'flickr_url': 'http://farm4.staticflickr.com/3539/3544848250_6000873bdd_z.jpg',
  'height': 427,
  'id': 24076,
  'license': 1,
  'width': 640},
 {'coco_url': 'http://mscoco.org/images/131487',
  'date_captured': '2013-11-24 21:10:43',
  'file_name': 'COCO_train2014_000000131487.jpg',
  'flickr_url': 'http://farm3.staticflickr.com/2370/2152845854_15dd80d7a3_z.jpg',
  'height': 375,
  'id': 131487,
  'license': 2,
  'width': 500},
 {'coco_url': 'http://mscoco.org/images/266885',
  'date_captured': '2013-11-24 22:23:44',
  'file_name': 'COCO_train2014_000000266885.jpg',
  'flickr_url': 'http://farm3.staticflickr.com/2885/10114615176_28f40fe97c_z.jpg',
  'height': 478,
  'id': 266885,
  'license': 5,
  'width': 640},
 {'coco_url': 'http://mscoco.org/images/123995',
  'date_captured': '2013-11-24 22:27:55',
  'file_name': 'COCO_train2014_000000123995.jpg',
  'flickr_url': 'http://farm4.staticflickr.com/3743/10240463756_47db7c306f_z.jpg',
  'height': 480,
  'id': 123995,
  'license': 3,
  'width': 640},
 {'coco_url': 'http://mscoco.org/images/363006',
  'date_captured': '2013-11-24 22:52:54',
  'file_name': 'COCO_train2014_000000363006.jpg',
  'flickr_url': 'http://farm3.staticflickr.com/2851/9407041718_0ebdfa4eea_z.jpg',
  'height': 427,
  'id': 363006,
  'license': 4,
  'width': 640},
 {'coco_url': 'http://mscoco.org/images/272157',
  'date_captured': '2013-11-24 23:07:43',
  'file_name': 'COCO_train2014_000000272157.jpg',
  'flickr_url': 'http://farm8.staticflickr.com/7449/9015123333_dc2a545571_z.jpg',
  'height': 360,
  'id': 272157,
  'license': 2,
  'width': 640},
 {'coco_url': 'http://mscoco.org/images/348580',
  'date_captured': '2013-11-24 23:24:49',
  'file_name': 'COCO_train2014_000000348580.jpg',
  'flickr_url': 'http://farm6.staticflickr.com/5340/8892725336_a9ea265fa8_z.jpg',
  'height': 427,
  'id': 348580,
  'license': 1,
  'width': 640},
 {'coco_url': 'http://mscoco.org/images/133634',
  'date_captured': '2013-11-25 05:05:44',
  'file_name': 'COCO_train2014_000000133634.jpg',
  'flickr_url': 'http://farm8.staticflickr.com/7037/6886115962_5869c3f7b8_z.jpg',
  'height': 640,
  'id': 133634,
  'license': 4,
  'width': 480},
 {'coco_url': 'http://mscoco.org/images/405469',
  'date_captured': '2013-11-25 08:09:23',
  'file_name': 'COCO_train2014_000000405469.jpg',
  'flickr_url': 'http://farm3.staticflickr.com/2875/9483666419_ca1862c28b_z.jpg',
  'height': 480,
  'id': 405469,
  'license': 4,
  'width': 640},
 ...]

In [8]:

    

ins.keys()


    

    
Out[8]:





dict_keys(['info', 'images', 'licenses', 'annotations', 'categories'])

In [9]:

    

ins['annotations'][0]


    

    
Out[9]:





{'area': 54652.9556,
 'bbox': [116.95, 305.86, 285.3, 266.03],
 'category_id': 58,
 'id': 86,
 'image_id': 480023,
 'iscrowd': 0,
 'segmentation': [[312.29,
   562.89,
   402.25,
   511.49,
   400.96,
   425.38,
   398.39,
   372.69,
   388.11,
   332.85,
   318.71,
   325.14,
   295.58,
   305.86,
   269.88,
   314.86,
   258.31,
   337.99,
   217.19,
   321.29,
   182.49,
   343.13,
   141.37,
   348.27,
   132.37,
   358.55,
   159.36,
   377.83,
   116.95,
   421.53,
   167.07,
   499.92,
   232.61,
   560.32,
   300.72,
   571.89]]}

In [10]:

    

ins['images'][0]


    

    
Out[10]:





{'coco_url': 'http://mscoco.org/images/57870',
 'date_captured': '2013-11-14 16:28:13',
 'file_name': 'COCO_train2014_000000057870.jpg',
 'flickr_url': 'http://farm4.staticflickr.com/3153/2970773875_164f0c0b83_z.jpg',
 'height': 480,
 'id': 57870,
 'license': 5,
 'width': 640}

In [11]:

    

images_dict = {}
for x in ins['images']:
    images_dict[x['id']] = x


    

In [12]:

    

images_dict[480023]


    

    
Out[12]:





{'coco_url': 'http://mscoco.org/images/480023',
 'date_captured': '2013-11-20 12:06:29',
 'file_name': 'COCO_train2014_000000480023.jpg',
 'flickr_url': 'http://farm4.staticflickr.com/3145/2573294978_b535a7e795_z.jpg',
 'height': 640,
 'id': 480023,
 'license': 4,
 'width': 480}

In [13]:

    

ins['categories']


    

    
Out[13]:





[{'id': 1, 'name': 'person', 'supercategory': 'person'},
 {'id': 2, 'name': 'bicycle', 'supercategory': 'vehicle'},
 {'id': 3, 'name': 'car', 'supercategory': 'vehicle'},
 {'id': 4, 'name': 'motorcycle', 'supercategory': 'vehicle'},
 {'id': 5, 'name': 'airplane', 'supercategory': 'vehicle'},
 {'id': 6, 'name': 'bus', 'supercategory': 'vehicle'},
 {'id': 7, 'name': 'train', 'supercategory': 'vehicle'},
 {'id': 8, 'name': 'truck', 'supercategory': 'vehicle'},
 {'id': 9, 'name': 'boat', 'supercategory': 'vehicle'},
 {'id': 10, 'name': 'traffic light', 'supercategory': 'outdoor'},
 {'id': 11, 'name': 'fire hydrant', 'supercategory': 'outdoor'},
 {'id': 13, 'name': 'stop sign', 'supercategory': 'outdoor'},
 {'id': 14, 'name': 'parking meter', 'supercategory': 'outdoor'},
 {'id': 15, 'name': 'bench', 'supercategory': 'outdoor'},
 {'id': 16, 'name': 'bird', 'supercategory': 'animal'},
 {'id': 17, 'name': 'cat', 'supercategory': 'animal'},
 {'id': 18, 'name': 'dog', 'supercategory': 'animal'},
 {'id': 19, 'name': 'horse', 'supercategory': 'animal'},
 {'id': 20, 'name': 'sheep', 'supercategory': 'animal'},
 {'id': 21, 'name': 'cow', 'supercategory': 'animal'},
 {'id': 22, 'name': 'elephant', 'supercategory': 'animal'},
 {'id': 23, 'name': 'bear', 'supercategory': 'animal'},
 {'id': 24, 'name': 'zebra', 'supercategory': 'animal'},
 {'id': 25, 'name': 'giraffe', 'supercategory': 'animal'},
 {'id': 27, 'name': 'backpack', 'supercategory': 'accessory'},
 {'id': 28, 'name': 'umbrella', 'supercategory': 'accessory'},
 {'id': 31, 'name': 'handbag', 'supercategory': 'accessory'},
 {'id': 32, 'name': 'tie', 'supercategory': 'accessory'},
 {'id': 33, 'name': 'suitcase', 'supercategory': 'accessory'},
 {'id': 34, 'name': 'frisbee', 'supercategory': 'sports'},
 {'id': 35, 'name': 'skis', 'supercategory': 'sports'},
 {'id': 36, 'name': 'snowboard', 'supercategory': 'sports'},
 {'id': 37, 'name': 'sports ball', 'supercategory': 'sports'},
 {'id': 38, 'name': 'kite', 'supercategory': 'sports'},
 {'id': 39, 'name': 'baseball bat', 'supercategory': 'sports'},
 {'id': 40, 'name': 'baseball glove', 'supercategory': 'sports'},
 {'id': 41, 'name': 'skateboard', 'supercategory': 'sports'},
 {'id': 42, 'name': 'surfboard', 'supercategory': 'sports'},
 {'id': 43, 'name': 'tennis racket', 'supercategory': 'sports'},
 {'id': 44, 'name': 'bottle', 'supercategory': 'kitchen'},
 {'id': 46, 'name': 'wine glass', 'supercategory': 'kitchen'},
 {'id': 47, 'name': 'cup', 'supercategory': 'kitchen'},
 {'id': 48, 'name': 'fork', 'supercategory': 'kitchen'},
 {'id': 49, 'name': 'knife', 'supercategory': 'kitchen'},
 {'id': 50, 'name': 'spoon', 'supercategory': 'kitchen'},
 {'id': 51, 'name': 'bowl', 'supercategory': 'kitchen'},
 {'id': 52, 'name': 'banana', 'supercategory': 'food'},
 {'id': 53, 'name': 'apple', 'supercategory': 'food'},
 {'id': 54, 'name': 'sandwich', 'supercategory': 'food'},
 {'id': 55, 'name': 'orange', 'supercategory': 'food'},
 {'id': 56, 'name': 'broccoli', 'supercategory': 'food'},
 {'id': 57, 'name': 'carrot', 'supercategory': 'food'},
 {'id': 58, 'name': 'hot dog', 'supercategory': 'food'},
 {'id': 59, 'name': 'pizza', 'supercategory': 'food'},
 {'id': 60, 'name': 'donut', 'supercategory': 'food'},
 {'id': 61, 'name': 'cake', 'supercategory': 'food'},
 {'id': 62, 'name': 'chair', 'supercategory': 'furniture'},
 {'id': 63, 'name': 'couch', 'supercategory': 'furniture'},
 {'id': 64, 'name': 'potted plant', 'supercategory': 'furniture'},
 {'id': 65, 'name': 'bed', 'supercategory': 'furniture'},
 {'id': 67, 'name': 'dining table', 'supercategory': 'furniture'},
 {'id': 70, 'name': 'toilet', 'supercategory': 'furniture'},
 {'id': 72, 'name': 'tv', 'supercategory': 'electronic'},
 {'id': 73, 'name': 'laptop', 'supercategory': 'electronic'},
 {'id': 74, 'name': 'mouse', 'supercategory': 'electronic'},
 {'id': 75, 'name': 'remote', 'supercategory': 'electronic'},
 {'id': 76, 'name': 'keyboard', 'supercategory': 'electronic'},
 {'id': 77, 'name': 'cell phone', 'supercategory': 'electronic'},
 {'id': 78, 'name': 'microwave', 'supercategory': 'appliance'},
 {'id': 79, 'name': 'oven', 'supercategory': 'appliance'},
 {'id': 80, 'name': 'toaster', 'supercategory': 'appliance'},
 {'id': 81, 'name': 'sink', 'supercategory': 'appliance'},
 {'id': 82, 'name': 'refrigerator', 'supercategory': 'appliance'},
 {'id': 84, 'name': 'book', 'supercategory': 'indoor'},
 {'id': 85, 'name': 'clock', 'supercategory': 'indoor'},
 {'id': 86, 'name': 'vase', 'supercategory': 'indoor'},
 {'id': 87, 'name': 'scissors', 'supercategory': 'indoor'},
 {'id': 88, 'name': 'teddy bear', 'supercategory': 'indoor'},
 {'id': 89, 'name': 'hair drier', 'supercategory': 'indoor'},
 {'id': 90, 'name': 'toothbrush', 'supercategory': 'indoor'}]

In [14]:

    

labels_dict = {}
for x in ins['categories']:
    labels_dict[x['id']] = x


    

In [15]:

    

labels_dict[58]


    

    
Out[15]:





{'id': 58, 'name': 'hot dog', 'supercategory': 'food'}

In [16]:

    

csv = ""
for i in ins['annotations'][:1]:
    filename = images_dict[i['image_id']]['file_name']
    x = i['bbox'][0]
    y = i['bbox'][1]
    h = i['bbox'][2]
    w = i['bbox'][3] 
    c = labels_dict[i['category_id']]['name']
    l = "{}, {}, {}, {}, {}, {}\n".format(filename, x,y,h,w,c)
    csv += l


    

In [17]:

    

csv


    

    
Out[17]:





'COCO_train2014_000000480023.jpg, 116.95, 305.86, 285.3, 266.03, hot dog\n'

In [18]:

    

csv_final = ""
for i in ins['annotations']:
    filename = images_dict[i['image_id']]['file_name']
    x = i['bbox'][0]
    y = i['bbox'][1]
    h = i['bbox'][2]
    w = i['bbox'][3] 
    c = labels_dict[i['category_id']]['name']
    l = "{}, {}, {}, {}, {}, {}\n".format(filename, x,y,h,w,c)
    csv_final += l


    

In [19]:

    

with open("boxes_coco.csv", "w") as text_file:
    text_file.write(csv)


    

In [ ]: