JSON Preprocessing for Image Detection

May 7, 2022

[컴퓨터비전] JSON으로 구성된 Image Detection Feature 전처리

import json
import pandas as pd
from PIL import Image, ImageDraw

#JSON 파일이 저장된 경로 지정
json_dir = "./Data/DataSet/DataSet.json"

#JSON 저장 경로 지정 후 contents 변수에 json load & read
with open(json_dir, 'r') as j:
     contents = json.loads(j.read())

print(json.dumps(contents))

IOPub data rate exceeded.
The notebook server will temporarily stop sending output
to the client in order to avoid crashing it.
To change this limit, set the config variable
`--NotebookApp.iopub_data_rate_limit`.

Current values:
NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)
NotebookApp.rate_limit_window=3.0 (secs)

# JSON tags 의 구성 요소 체크
contents["tags"]

[{'id': 1, 'name': 'car', 'color': '#5db300'},
 {'id': 2, 'name': 'bus', 'color': '#e81123'},
 {'id': 3, 'name': 'small_truck', 'color': '#6917aa'},
 {'id': 4, 'name': 'large_truck', 'color': '#015cda'},
 {'id': 5, 'name': 'bike', 'color': '#4894fe'},
 {'id': 6, 'name': 'person', 'color': '#6b849c'},
 {'id': 7, 'name': 'cone', 'color': '#70c400'},
 {'id': 8, 'name': 'speed_bump', 'color': '#f7929a'},
 {'id': 9, 'name': 'pothole', 'color': '#257ffe'},
 {'id': 10, 'name': 'crack', 'color': '#ddabe9'},
 {'id': 11, 'name': 'manhole', 'color': '#ff8c00'},
 {'id': 12, 'name': 'face', 'color': '#386300'},
 {'id': 13, 'name': 'license_plate', 'color': '#b40e1b'}]

# JSON assets 의 구성 요소 체크
contents["assets"]

[{'image': {'id': 1,
   'name': '1.jpg',
   'path': './images/1_1000/1.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 5,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [6],
    'points': None,
    'boundingBox': {'left': 1282.6728837876617,
     'top': 774.4942975725446,
     'width': 34.9741750358678,
     'height': 94.28121263153707}},
   {'id': 1,
    'type': 'RECTANGLE',
    'tags': [1],
    'points': None,
    'boundingBox': {'left': 1051.5873161764705,
     'top': 819.188137755102,
     'width': 90.98565279770446,
     'height': 38.95922104193244}},
   {'id': 2,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 864.6842479066995,
     'top': 886.8978723404259,
     'width': 73.26790520334839,
     'height': 15.706382978723013}},
   {'id': 3,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 265.717740729666,
     'top': 884.1404255319153,
     'width': 81.53584778708046,
     'height': 28.57446808510599}},
   {'id': 4,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 714.6363636363636,
     'top': 867.4234042553192,
     'width': 45.40195125598086,
     'height': 12.64262799202129}}]},
 {'image': {'id': 2,
   'name': '2.jpg',
   'path': './images/1_1000/2.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 4,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [5],
    'points': None,
    'boundingBox': {'left': 1267.0631276901004,
     'top': 753.6779523577009,
     'width': 135.67248027259689,
     'height': 236.102096869021}},
   {'id': 1,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 864.6842479066995,
     'top': 886.8978723404259,
     'width': 73.26790520334839,
     'height': 15.706382978723013}},
   {'id': 2,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 265.717740729666,
     'top': 884.1404255319153,
     'width': 81.53584778708046,
     'height': 28.57446808510599}},
   {'id': 3,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 714.6363636363636,
     'top': 867.4234042553192,
     'width': 45.40195125598086,
     'height': 12.64262799202129}}]},
 {'image': {'id': 3,
   'name': '3.jpg',
   'path': './images/1_1000/3.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 4,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [5],
    'points': None,
    'boundingBox': {'left': 1074.2367288378766,
     'top': 795.0044829699456,
     'width': 78.13055954088964,
     'height': 133.46490478515648}},
   {'id': 1,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 864.6842479066995,
     'top': 886.8978723404259,
     'width': 73.26790520334839,
     'height': 15.706382978723013}},
   {'id': 2,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 265.717740729666,
     'top': 884.1404255319153,
     'width': 81.53584778708046,
     'height': 28.57446808510599}},
   {'id': 3,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 714.6363636363636,
     'top': 867.4234042553192,
     'width': 45.40195125598086,
     'height': 12.64262799202129}}]},
 {'image': {'id': 4,
   'name': '4.jpg',
   'path': './images/1_1000/4.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 4,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [5],
    'points': None,
    'boundingBox': {'left': 1001.6972740315639,
     'top': 808.0816326530612,
     'width': 49.66571018651371,
     'height': 95.59183673469374}},
   {'id': 1,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 864.6842479066995,
     'top': 886.8978723404259,
     'width': 73.26790520334839,
     'height': 15.706382978723013}},
   {'id': 2,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 265.717740729666,
     'top': 884.1404255319153,
     'width': 81.53584778708046,
     'height': 28.57446808510599}},
   {'id': 3,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 714.6363636363636,
     'top': 867.4234042553192,
     'width': 45.40195125598086,
     'height': 12.64262799202129}}]},
 {'image': {'id': 5,
   'name': '5.jpg',
   'path': './images/1_1000/5.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 5,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [1],
    'points': None,
    'boundingBox': {'left': 1250.535150645624,
     'top': 718.1677295918367,
     'width': 669.4648493543759,
     'height': 361.83227040816325}},
   {'id': 1,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 864.6842479066995,
     'top': 886.8978723404259,
     'width': 73.26790520334839,
     'height': 15.706382978723013}},
   {'id': 2,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 265.717740729666,
     'top': 884.1404255319153,
     'width': 81.53584778708046,
     'height': 28.57446808510599}},
   {'id': 3,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 1841.2202452153113,
     'top': 846.4553191489362,
     'width': 78.77975478468875,
     'height': 48.92982463430849}},
   {'id': 4,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 714.6363636363636,
     'top': 867.4234042553192,
     'width': 45.40195125598086,
     'height': 12.64262799202129}}]},
 {'image': {'id': 6,
   'name': '6.jpg',
   'path': './images/1_1000/6.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 5,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [1],
    'points': None,
    'boundingBox': {'left': 1084.0311603299856,
     'top': 801.4330543985172,
     'width': 220.76080523672886,
     'height': 140.59189278738836}},
   {'id': 1,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 1203.0574910287087,
     'top': 851.9702127659574,
     'width': 59.181743421052715,
     'height': 21.355356549202384}},
   {'id': 2,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 864.6842479066995,
     'top': 886.8978723404259,
     'width': 73.26790520334839,
     'height': 15.706382978723013}},
   {'id': 3,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 265.717740729666,
     'top': 884.1404255319153,
     'width': 81.53584778708046,
     'height': 28.57446808510599}},
   {'id': 4,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 714.6363636363636,
     'top': 867.4234042553192,
     'width': 45.40195125598086,
     'height': 12.64262799202129}}]},
 {'image': {'id': 7,
   'name': '7.jpg',
   'path': './images/1_1000/7.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 4,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [1],
    'points': None,
    'boundingBox': {'left': 1040.5686648134863,
     'top': 813.0657261439733,
     'width': 133.83592629124814,
     'height': 92.22452716438136}},
   {'id': 1,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 864.6842479066995,
     'top': 886.8978723404259,
     'width': 73.26790520334839,
     'height': 15.706382978723013}},
   {'id': 2,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 265.717740729666,
     'top': 884.1404255319153,
     'width': 81.53584778708046,
     'height': 28.57446808510599}},
   {'id': 3,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 714.6363636363636,
     'top': 867.4234042553192,
     'width': 45.40195125598086,
     'height': 12.64262799202129}}]},
 {'image': {'id': 8,
   'name': '8.jpg',
   'path': './images/1_1000/8.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 4,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [1],
    'points': None,
    'boundingBox': {'left': 1029.550013450502,
     'top': 817.9636666434152,
     'width': 109.96218167144912,
     'height': 77.53059356066649}},
   {'id': 1,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 864.6842479066995,
     'top': 886.8978723404259,
     'width': 73.26790520334839,
     'height': 15.706382978723013}},
   {'id': 2,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 265.717740729666,
     'top': 884.1404255319153,
     'width': 81.53584778708046,
     'height': 28.57446808510599}},
   {'id': 3,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 714.6363636363636,
     'top': 867.4234042553192,
     'width': 45.40195125598086,
     'height': 12.64262799202129}}]},
 {'image': {'id': 11,
   'name': '11.jpg',
   'path': './images/1_1000/11.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 4,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [1],
    'points': None,
    'boundingBox': {'left': 1263.3902439024391,
     'top': 560.2085459183673,
     'width': 656.6097560975609,
     'height': 519.7914540816327}},
   {'id': 1,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 864.6842479066995,
     'top': 886.8978723404259,
     'width': 73.26790520334839,
     'height': 15.706382978723013}},
   {'id': 2,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 265.717740729666,
     'top': 884.1404255319153,
     'width': 81.53584778708046,
     'height': 28.57446808510599}},
   {'id': 3,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 714.6363636363636,
     'top': 867.4234042553192,
     'width': 45.40195125598086,
     'height': 12.64262799202129}}]},
 {'image': {'id': 12,
   'name': '12.jpg',
   'path': './images/1_1000/12.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 5,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [1],
    'points': None,
    'boundingBox': {'left': 1109.1291248206599,
     'top': 745.71875,
     'width': 299.1158088235293,
     'height': 229.3674216757015}},
   {'id': 1,
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     'height': 15.706382978723013}},
   {'id': 2,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 265.717740729666,
     'top': 884.1404255319153,
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     'height': 28.57446808510599}},
   {'id': 3,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 1287.5742374401914,
     'top': 832.6680851063829,
     'width': 55.50710227272725,
     'height': 32.07872340425547}},
   {'id': 4,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 714.6363636363636,
     'top': 867.4234042553192,
     'width': 45.40195125598086,
     'height': 12.64262799202129}}]},
 {'image': {'id': 13,
   'name': '13.jpg',
   'path': './images/1_1000/13.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 5,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [1],
    'points': None,
    'boundingBox': {'left': 1066.890961262554,
     'top': 772.6575628786671,
     'width': 193.21428891678624,
     'height': 160.79591836734687}},
   {'id': 1,
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    'tags': [13],
    'points': None,
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     'top': 886.8978723404259,
     'width': 73.26790520334839,
     'height': 15.706382978723013}},
   {'id': 2,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 265.717740729666,
     'top': 884.1404255319153,
     'width': 81.53584778708046,
     'height': 28.57446808510599}},
   {'id': 3,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 1172.4354440789473,
     'top': 838.1829787234043,
     'width': 37.746411483253496,
     'height': 17.372340425532002}},
   {'id': 4,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 714.6363636363636,
     'top': 867.4234042553192,
     'width': 45.40195125598086,
     'height': 12.64262799202129}}]},
 {'image': {'id': 14,
   'name': '14.jpg',
   'path': './images/1_1000/14.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 5,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [1],
    'points': None,
    'boundingBox': {'left': 1049.1387643472024,
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     'height': 137.5305748764349}},
   {'id': 1,
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    'points': None,
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     'top': 886.8978723404259,
     'width': 73.26790520334839,
     'height': 15.706382978723013}},
   {'id': 2,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 265.717740729666,
     'top': 884.1404255319153,
     'width': 81.53584778708046,
     'height': 28.57446808510599}},
   {'id': 3,
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    'points': None,
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   {'id': 4,
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 {'image': {'id': 15,
   'name': '15.jpg',
   'path': './images/1_1000/15.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
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    'boundingBox': {'left': 1007.0765924043071,
     'top': 757.2978723404259,
     'width': 35.60283343301353,
     'height': 15.706382978723354}}]},
 {'image': {'id': 1010,
   'name': '1010.jpg',
   'path': './images/1001_2000/1010.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 3,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [4],
    'points': None,
    'boundingBox': {'left': 525.752768561693,
     'top': 541.8411989795918,
     'width': 233.00384460186513,
     'height': 298.55102040816325}},
   {'id': 1,
    'type': 'RECTANGLE',
    'tags': [3],
    'points': None,
    'boundingBox': {'left': 332.92636970946916,
     'top': 707.1473214285714,
     'width': 152.20040127331418,
     'height': 86.7143230827487}},
   {'id': 2,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 590.9234823564595,
     'top': 774.2829974235374,
     'width': 36.521493720095464,
     'height': 15.093598321143645}}]},
 {'image': {'id': 1011,
   'name': '1011.jpg',
   'path': './images/1001_2000/1011.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 4,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [1],
    'points': None,
    'boundingBox': {'left': 951.1951219512194,
     'top': 721.8411989795917,
     'width': 111.18651362984212,
     'height': 80.81186224489807}},
   {'id': 1,
    'type': 'RECTANGLE',
    'tags': [1],
    'points': None,
    'boundingBox': {'left': 126.63271162123385,
     'top': 712.045317980708,
     'width': 237.2888943687231,
     'height': 109.36734693877554}},
   {'id': 2,
    'type': 'RECTANGLE',
    'tags': [1],
    'points': None,
    'boundingBox': {'left': 586.9675170373027,
     'top': 720.616727867905,
     'width': 74.45767575322816,
     'height': 52.428571428571445}},
   {'id': 3,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 149.04788427033517,
     'top': 775.2021463597074,
     'width': 38.35881429425814,
     'height': 15.093598321143645}}]},
 {'image': {'id': 1012,
   'name': '1012.jpg',
   'path': './images/1001_2000/1012.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 5,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [5],
    'points': None,
    'boundingBox': {'left': 1729.0528063666827,
     'top': 595.0968085106383,
     'width': 124.15940641455245,
     'height': 252.23407995345747}},
   {'id': 1,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 1522.4858681022881,
     'top': 779.2870813397129,
     'width': 102.64199192462979,
     'height': 48.36842105263156}},
   {'id': 2,
    'type': 'RECTANGLE',
    'tags': [12],
    'points': None,
    'boundingBox': {'left': 1779.1749663526246,
     'top': 600.1483253588518,
     'width': 30.28667563930003,
     'height': 27.6985645933014}},
   {'id': 3,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 636.9946164199192,
     'top': 781.8708133971293,
     'width': 37.17765814266488,
     'height': 14.779904306220146}},
   {'id': 4,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 146.87348586810228,
     'top': 740.5311004784689,
     'width': 35.4549125168237,
     'height': 17.363636363636374}}]},
 {'image': {'id': 1013,
   'name': '1013.jpg',
   'path': './images/1001_2000/1013.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 2,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [10],
    'points': None,
    'boundingBox': {'left': 1284.820966969842,
     'top': 940.6968085106383,
     'width': 36.538609980852016,
     'height': 58.60007480053196}},
   {'id': 1,
    'type': 'RECTANGLE',
    'tags': [13],
    'points': None,
    'boundingBox': {'left': 1804.1547779273217,
     'top': 749.1435406698565,
     'width': 89.72139973082108,
     'height': 57.84210526315792}}]},
 {'image': {'id': 1014,
   'name': '1014.jpg',
   'path': './images/1001_2000/1014.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 1,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [10],
    'points': None,
    'boundingBox': {'left': 1316.070368597415,
     'top': 906.381989694149,
     'width': 45.72961045955003,
     'height': 99.04251579122342}}]},
 {'image': {'id': 1015,
   'name': '1015.jpg',
   'path': './images/1001_2000/1015.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 2,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [1],
    'points': None,
    'boundingBox': {'left': 1073.4279559597894,
     'top': 726.2287421043883,
     'width': 76.36620392532313,
     'height': 62.88934300199469}},
   {'id': 1,
    'type': 'RECTANGLE',
    'tags': [1],
    'points': None,
    'boundingBox': {'left': 1201.4892666945907,
     'top': 714.586170212766,
     'width': 111.29200574437527,
     'height': 95.97876080452124}}]},
 {'image': {'id': 1016,
   'name': '1016.jpg',
   'path': './images/1001_2000/1016.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 4,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [10],
    'points': None,
    'boundingBox': {'left': 1279.9191748444232,
     'top': 892.2883352726063,
     'width': 306.7539118597415,
     'height': 126.00425531914891}},
   {'id': 1,
    'type': 'RECTANGLE',
    'tags': [5],
    'points': None,
    'boundingBox': {'left': 1498.9712781235041,
     'top': 705.394680851064,
     'width': 164.9062126017236,
     'height': 114.36173952792558}},
   {'id': 2,
    'type': 'RECTANGLE',
    'tags': [7],
    'points': None,
    'boundingBox': {'left': 1803.1933939684059,
     'top': 719.4883352726064,
     'width': 47.567810555289725,
     'height': 119.87663314494682}},
   {'id': 3,
    'type': 'RECTANGLE',
    'tags': [10],
    'points': None,
    'boundingBox': {'left': 1086.9081647917665,
     'top': 848.781914893617,
     'width': 176.85440102920052,
     'height': 143.16177692819144}}]},
 {'image': {'id': 1017,
   'name': '1017.jpg',
   'path': './images/1001_2000/1017.jpg',
   'format': 'JPEG',
   'timestamp': None,
   'predicted_by_api': False,
   'record_time': '2019-10-31 13:00:00',
   'latitude': None,
   'longitude': None,
   'assetTags': None,
   'countRegions': 1,
   'parentRealName': None,
   'size': {'width': 1920, 'height': 1080}},
  'region': [{'id': 0,
    'type': 'RECTANGLE',
    'tags': [10],
    'points': None,
    'boundingBox': {'left': 1133.4758631522259,
     'top': 895.3522024601064,
     'width': 118.0321101603638,
     'height': 96.59148936170209}}]},
 ...]

assets = contents["assets"]

image = contents["assets"][0]["image"]["name"]
path = "./Data/DataSet/images/1_1000/1.jpg"
box = contents["assets"][0]["region"]

print(image)
print(path)
print(box)

1.jpg
./Data/DataSet/images/1_1000/1.jpg
[{'id': 0, 'type': 'RECTANGLE', 'tags': [6], 'points': None, 'boundingBox': {'left': 1282.6728837876617, 'top': 774.4942975725446, 'width': 34.9741750358678, 'height': 94.28121263153707}}, {'id': 1, 'type': 'RECTANGLE', 'tags': [1], 'points': None, 'boundingBox': {'left': 1051.5873161764705, 'top': 819.188137755102, 'width': 90.98565279770446, 'height': 38.95922104193244}}, {'id': 2, 'type': 'RECTANGLE', 'tags': [13], 'points': None, 'boundingBox': {'left': 864.6842479066995, 'top': 886.8978723404259, 'width': 73.26790520334839, 'height': 15.706382978723013}}, {'id': 3, 'type': 'RECTANGLE', 'tags': [13], 'points': None, 'boundingBox': {'left': 265.717740729666, 'top': 884.1404255319153, 'width': 81.53584778708046, 'height': 28.57446808510599}}, {'id': 4, 'type': 'RECTANGLE', 'tags': [13], 'points': None, 'boundingBox': {'left': 714.6363636363636, 'top': 867.4234042553192, 'width': 45.40195125598086, 'height': 12.64262799202129}}]

dict = {"image":image, "path":path, "box":box}

print(dict)

{'image': '1.jpg', 'path': './Data/DataSet/images/1_1000/1.jpg', 'box': [{'id': 0, 'type': 'RECTANGLE', 'tags': [6], 'points': None, 'boundingBox': {'left': 1282.6728837876617, 'top': 774.4942975725446, 'width': 34.9741750358678, 'height': 94.28121263153707}}, {'id': 1, 'type': 'RECTANGLE', 'tags': [1], 'points': None, 'boundingBox': {'left': 1051.5873161764705, 'top': 819.188137755102, 'width': 90.98565279770446, 'height': 38.95922104193244}}, {'id': 2, 'type': 'RECTANGLE', 'tags': [13], 'points': None, 'boundingBox': {'left': 864.6842479066995, 'top': 886.8978723404259, 'width': 73.26790520334839, 'height': 15.706382978723013}}, {'id': 3, 'type': 'RECTANGLE', 'tags': [13], 'points': None, 'boundingBox': {'left': 265.717740729666, 'top': 884.1404255319153, 'width': 81.53584778708046, 'height': 28.57446808510599}}, {'id': 4, 'type': 'RECTANGLE', 'tags': [13], 'points': None, 'boundingBox': {'left': 714.6363636363636, 'top': 867.4234042553192, 'width': 45.40195125598086, 'height': 12.64262799202129}}]}

Dictionary 형식으로 Json 데이터 Dump 실행

json_dict = json.dumps(dict, indent=4)
loaded_json_dict = json.loads(json_dict)
print(loaded_json_dict)

{'image': '1.jpg', 'path': './Data/DataSet/images/1_1000/1.jpg', 'box': [{'id': 0, 'type': 'RECTANGLE', 'tags': [6], 'points': None, 'boundingBox': {'left': 1282.6728837876617, 'top': 774.4942975725446, 'width': 34.9741750358678, 'height': 94.28121263153707}}, {'id': 1, 'type': 'RECTANGLE', 'tags': [1], 'points': None, 'boundingBox': {'left': 1051.5873161764705, 'top': 819.188137755102, 'width': 90.98565279770446, 'height': 38.95922104193244}}, {'id': 2, 'type': 'RECTANGLE', 'tags': [13], 'points': None, 'boundingBox': {'left': 864.6842479066995, 'top': 886.8978723404259, 'width': 73.26790520334839, 'height': 15.706382978723013}}, {'id': 3, 'type': 'RECTANGLE', 'tags': [13], 'points': None, 'boundingBox': {'left': 265.717740729666, 'top': 884.1404255319153, 'width': 81.53584778708046, 'height': 28.57446808510599}}, {'id': 4, 'type': 'RECTANGLE', 'tags': [13], 'points': None, 'boundingBox': {'left': 714.6363636363636, 'top': 867.4234042553192, 'width': 45.40195125598086, 'height': 12.64262799202129}}]}

print(json_dict)

{
    "image": "1.jpg",
    "path": "./Data/DataSet/images/1_1000/1.jpg",
    "box": [
        {
            "id": 0,
            "type": "RECTANGLE",
            "tags": [
                6
            ],
            "points": null,
            "boundingBox": {
                "left": 1282.6728837876617,
                "top": 774.4942975725446,
                "width": 34.9741750358678,
                "height": 94.28121263153707
            }
        },
        {
            "id": 1,
            "type": "RECTANGLE",
            "tags": [
                1
            ],
            "points": null,
            "boundingBox": {
                "left": 1051.5873161764705,
                "top": 819.188137755102,
                "width": 90.98565279770446,
                "height": 38.95922104193244
            }
        },
        {
            "id": 2,
            "type": "RECTANGLE",
            "tags": [
                13
            ],
            "points": null,
            "boundingBox": {
                "left": 864.6842479066995,
                "top": 886.8978723404259,
                "width": 73.26790520334839,
                "height": 15.706382978723013
            }
        },
        {
            "id": 3,
            "type": "RECTANGLE",
            "tags": [
                13
            ],
            "points": null,
            "boundingBox": {
                "left": 265.717740729666,
                "top": 884.1404255319153,
                "width": 81.53584778708046,
                "height": 28.57446808510599
            }
        },
        {
            "id": 4,
            "type": "RECTANGLE",
            "tags": [
                13
            ],
            "points": null,
            "boundingBox": {
                "left": 714.6363636363636,
                "top": 867.4234042553192,
                "width": 45.40195125598086,
                "height": 12.64262799202129
            }
        }
    ]
}

img = Image.open(loaded_json_dict["path"])
draw = ImageDraw.Draw(img)

for item in loaded_json_dict["box"]:
    text = item["tags"]
    x = item["boundingBox"]["left"]
    y = item["boundingBox"]["top"]
    w = item["boundingBox"]["width"]
    h = item["boundingBox"]["height"]
    draw.rectangle([x,y,x+w,y+h], outline='green', width = 2)
    draw.text([x,y-10],text)
    
img.show()

png

#print(json_dict[0])
type(json_dict)
#json_dict["path"] = dict()
#{"path":"/Data/DataSet/images/1_1000/1.jpg"}

str

with open(json_dir, 'r') as j:
     contents = j.read()
bit_json = json.loads(contents)

bit_json_df = pd.DataFrame(bit_json, columns=['assets'])

print(bit_json_df.iloc[0])

assets    {'image': {'id': 1, 'name': '1.jpg', 'path': '...
Name: 0, dtype: object

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JSON Preprocessing for Image Detection

[컴퓨터비전] JSON으로 구성된 Image Detection Feature 전처리

Dictionary 형식으로 Json 데이터 Dump 실행

공유하기

참고

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