The autoreload extension is already loaded. To reload it, use:
%reload_ext autoreload
load categories: 100%|██████████| 42/42 [00:00<00:00, 141381.03it/s]
load images: 100%|██████████| 8000/8000 [00:00<00:00, 1435238.12it/s]
load annotations: 100%|██████████| 111876/111876 [00:00<00:00, 1191683.23it/s]
<AxesSubplot:title={'center':'batch2___ID_2007-renault-scenic-dynamique-vvt-207520___images___image_4.jpg'}>
<AxesSubplot:title={'center':'batch1___ID_4134402___images___image_14.jpg'}>
<matplotlib.image.AxesImage at 0x7ff8892db690>
{1: {'supercategory': 'thing', 'id': 1, 'name': 'back_window'},
2: {'supercategory': 'thing', 'id': 2, 'name': 'bumper_back'},
3: {'supercategory': 'thing', 'id': 3, 'name': 'bumper_front'},
4: {'supercategory': 'thing', 'id': 4, 'name': 'door_front_left'},
5: {'supercategory': 'thing', 'id': 5, 'name': 'door_front_right'},
6: {'supercategory': 'thing', 'id': 6, 'name': 'door_pillar_left'},
7: {'supercategory': 'thing', 'id': 7, 'name': 'door_pillar_right'},
8: {'supercategory': 'thing', 'id': 8, 'name': 'door_rear_left'},
9: {'supercategory': 'thing', 'id': 9, 'name': 'door_rear_right'},
10: {'supercategory': 'thing', 'id': 10, 'name': 'door_sill_left'},
11: {'supercategory': 'thing', 'id': 11, 'name': 'door_sill_right'},
12: {'supercategory': 'thing', 'id': 12, 'name': 'door_window_front_left'},
13: {'supercategory': 'thing', 'id': 13, 'name': 'door_window_front_right'},
14: {'supercategory': 'thing', 'id': 14, 'name': 'door_window_rear_left'},
15: {'supercategory': 'thing', 'id': 15, 'name': 'door_window_rear_right'},
16: {'supercategory': 'thing', 'id': 16, 'name': 'fender_back_left'},
17: {'supercategory': 'thing', 'id': 17, 'name': 'fender_back_right'},
18: {'supercategory': 'thing', 'id': 18, 'name': 'fender_front_left'},
19: {'supercategory': 'thing', 'id': 19, 'name': 'fender_front_right'},
20: {'supercategory': 'thing', 'id': 20, 'name': 'fog_light_front_left'},
21: {'supercategory': 'thing', 'id': 21, 'name': 'fog_light_front_right'},
22: {'supercategory': 'thing', 'id': 22, 'name': 'handle_front_left'},
23: {'supercategory': 'thing', 'id': 23, 'name': 'handle_front_right'},
24: {'supercategory': 'thing', 'id': 24, 'name': 'handle_rear_left'},
25: {'supercategory': 'thing', 'id': 25, 'name': 'handle_rear_right'},
26: {'supercategory': 'thing', 'id': 26, 'name': 'headlight_left'},
27: {'supercategory': 'thing', 'id': 27, 'name': 'headlight_right'},
28: {'supercategory': 'thing', 'id': 28, 'name': 'hood'},
29: {'supercategory': 'thing', 'id': 29, 'name': 'mirror_left'},
30: {'supercategory': 'thing', 'id': 30, 'name': 'mirror_right'},
31: {'supercategory': 'thing', 'id': 31, 'name': 'plate_back'},
32: {'supercategory': 'thing', 'id': 32, 'name': 'plate_front'},
33: {'supercategory': 'thing', 'id': 33, 'name': 'radiator_grill'},
34: {'supercategory': 'thing', 'id': 34, 'name': 'roof'},
35: {'supercategory': 'thing', 'id': 35, 'name': 'tail_light_left'},
36: {'supercategory': 'thing', 'id': 36, 'name': 'tail_light_right'},
37: {'supercategory': 'thing', 'id': 37, 'name': 'wheels_back_left'},
38: {'supercategory': 'thing', 'id': 38, 'name': 'wheels_back_right'},
39: {'supercategory': 'thing', 'id': 39, 'name': 'wheels_front_left'},
40: {'supercategory': 'thing', 'id': 40, 'name': 'wheels_front_right'},
41: {'supercategory': 'thing', 'id': 41, 'name': 'windscreen'},
42: {'supercategory': 'thing', 'id': 42, 'name': 'trunk'}}
compute the stats for the images
back_window
image [ 51273. 194488.25 239112. 374943. 3000000. ]
cats [ 1170. 18240. 28569. 45144. 1107195.]
mean_ratio [0.02281903 0.09378459 0.11947957 0.1204023 0.369065 ]
--------------
bumper_back
image [ 51273. 200288. 254694. 399993. 3000000.]
cats [ 40. 38345.25 68548.5 118346.25 2496960. ]
mean_ratio [0.00078014 0.19145056 0.26914062 0.2958708 0.83232 ]
--------------
bumper_front
image [ 67032. 204000. 265370. 422928. 3000000.]
cats [ 48. 44255. 79600. 139527. 2101760.]
mean_ratio [0.00071608 0.21693627 0.29995855 0.32990722 0.70058667]
--------------
door_front_left
image [ 76302. 207332. 265088. 410462. 3000000.]
cats [ 276. 16905.5 28531. 60882. 2886408. ]
mean_ratio [0.00361721 0.08153831 0.10762841 0.14832555 0.962136 ]
--------------
door_front_right
image [ 67032. 209863. 269952. 415839.75 3000000. ]
cats [ 144. 17670. 30302. 65511. 2972513.]
mean_ratio [0.00214823 0.08419779 0.11224959 0.15753905 0.99083767]
--------------
door_pillar_left
image [ 51273. 198678. 252909. 403531.5 3000000. ]
cats [ 65. 6860. 15862. 32249. 833940.]
mean_ratio [0.00126772 0.03452823 0.06271821 0.07991693 0.27798 ]
--------------
door_pillar_right
image [ 26700. 198369. 258137.5 408011. 3000000. ]
cats [ 140. 6644.75 15793.5 32869.5 693248. ]
mean_ratio [0.00524345 0.03349692 0.06118251 0.08056033 0.23108267]
--------------
door_rear_left
image [ 79449. 206988.75 268247.5 423309.5 3000000. ]
cats [ 128. 14620. 27456. 67284. 2724480.]
mean_ratio [0.0016111 0.07063186 0.10235324 0.15894753 0.90816 ]
--------------
door_rear_right
image [ 55944. 210255. 274816. 437920. 3000000.]
cats [ 85. 15485. 28865. 70983.5 2998500. ]
mean_ratio [0.00151938 0.07364866 0.10503391 0.16209239 0.9995 ]
--------------
door_sill_left
image [ 76302. 208703. 268736. 419131.5 3000000. ]
cats [ 143. 8476.5 14600. 28554. 1844850. ]
mean_ratio [0.00187413 0.04061513 0.05432841 0.06812659 0.61495 ]
--------------
door_sill_right
image [ 67032. 211658.5 271887. 415917.5 3000000. ]
cats [ 104. 8994. 14900. 31085.5 1424000. ]
mean_ratio [0.0015515 0.04249298 0.05480218 0.07473958 0.47466667]
--------------
door_window_front_left
image [ 76302. 204048. 259246.5 400143. 3000000. ]
cats [ 195. 3952. 6683. 12796. 691698.]
mean_ratio [0.00255563 0.01936799 0.02577855 0.03197857 0.230566 ]
--------------
door_window_front_right
image [ 67032. 205017. 265696. 411438.25 3000000. ]
cats [ 36. 4125. 6982. 14247.5 811831. ]
mean_ratio [0.00053706 0.02012028 0.02627815 0.03462853 0.27061033]
--------------
door_window_rear_left
image [ 76302. 202286. 254940. 398317.5 3000000. ]
cats [ 64. 2974.5 5895.5 12414. 1132524. ]
mean_ratio [0.00083877 0.01470443 0.02312505 0.03116609 0.377508 ]
--------------
door_window_rear_right
image [ 55944. 203395.5 262656. 414411.5 3000000. ]
cats [ 112. 3082. 6318. 13023. 731119.]
mean_ratio [0.002002 0.01515274 0.02405428 0.03142529 0.24370633]
--------------
fender_back_left
image [ 51273. 203841. 259063.5 399792.5 3000000. ]
cats [ 117. 7542. 26138. 62227. 2363680.]
mean_ratio [0.0022819 0.03699943 0.10089418 0.15564824 0.78789333]
--------------
fender_back_right
image [ 51273. 204253.5 263568. 408160.5 3000000. ]
cats [ 105. 7185. 25920. 57277. 2524041.]
mean_ratio [0.00204786 0.03517688 0.09834274 0.1403296 0.841347 ]
--------------
fender_front_left
image [ 76302. 203586. 259999.5 407153.5 3000000. ]
cats [ 154. 5250.5 19468.5 47737.25 1990465. ]
mean_ratio [0.0020183 0.02579008 0.07487899 0.11724632 0.66348833]
--------------
fender_front_right
image [ 67032. 203363.25 261633. 403832. 3000000. ]
cats [ 240. 5460. 20252. 50460. 2764800.]
mean_ratio [0.00358038 0.02684851 0.07740614 0.12495295 0.9216 ]
--------------
fog_light_front_left
image [ 67032. 198543. 255108. 390337.5 3000000. ]
cats [ 56. 476. 924. 2006. 66676.]
mean_ratio [0.00083542 0.00239747 0.003622 0.00513914 0.02222533]
--------------
fog_light_front_right
image [ 67032. 194880. 244872. 370834.5 3000000. ]
cats [ 45. 460. 884. 1815. 156792.]
mean_ratio [0.00067132 0.00236043 0.00361005 0.00489437 0.052264 ]
--------------
handle_front_left
image [ 76302. 203871. 263266. 404338.5 3000000. ]
cats [ 24. 168. 273. 560. 91322.]
mean_ratio [0.00031454 0.00082405 0.00103697 0.00138498 0.03044067]
--------------
handle_front_right
image [ 82404. 205897. 266954. 410512.5 3000000. ]
cats [ 28. 168. 286. 630. 147026.]
mean_ratio [0.00033979 0.00081594 0.00107135 0.00153467 0.04900867]
--------------
handle_rear_left
image [ 79449. 204585. 262104. 421806. 3000000.]
cats [ 16. 168. 351. 800. 145408.]
mean_ratio [0.00020139 0.00082117 0.00133916 0.00189661 0.04846933]
--------------
handle_rear_right
image [ 55944. 205173. 268584. 416925.5 3000000. ]
cats [ 25. 170. 361. 800. 292545.]
mean_ratio [0.00044688 0.00082857 0.00134409 0.00191881 0.097515 ]
--------------
headlight_left
image [ 67032. 194493. 249463.5 378389.5 3000000. ]
cats [ 39. 3777.5 9676. 20631.75 519042. ]
mean_ratio [0.00058181 0.01942229 0.03878724 0.05452517 0.173014 ]
--------------
headlight_right
image [ 67032. 196300.5 250563. 386647. 3000000. ]
cats [ 85. 3790. 9386.5 20452. 562128. ]
mean_ratio [0.00126805 0.01930713 0.03746164 0.05289579 0.187376 ]
--------------
hood
image [ 67032. 203663.5 266137.5 430700. 3000000. ]
cats [ 25. 30013.5 52536. 89443.75 2128128. ]
mean_ratio [0.00037296 0.14736809 0.19740172 0.20767065 0.709376 ]
--------------
mirror_left
image [ 68142. 196824. 250272. 388976.25 3000000. ]
cats [ 99. 896. 1749.5 3775.5 656363. ]
mean_ratio [0.00145285 0.00455229 0.00699039 0.00970625 0.21878767]
--------------
mirror_right
image [ 55944. 199615. 259008. 399696. 3000000.]
cats [ 84. 900. 1792. 4085. 1566352.]
mean_ratio [0.0015015 0.00450868 0.00691871 0.01022027 0.52211733]
--------------
plate_back
image [ 51273. 194658. 239592. 371353.5 3000000. ]
cats [ 297. 4344.5 6844. 10707. 204820. ]
mean_ratio [0.00579252 0.02231863 0.02856523 0.02883237 0.06827333]
--------------
plate_front
image [ 67032. 196750.75 251843.5 396708.75 3000000. ]
cats [ 259. 3420. 5925. 10030. 106113.]
mean_ratio [0.00386383 0.0173824 0.02352652 0.02528303 0.035371 ]
--------------
radiator_grill
image [ 38781. 197685. 253000. 406638. 3000000.]
cats [ 114. 5582.25 12333.5 25880. 658999. ]
mean_ratio [0.00293958 0.02823811 0.04874901 0.06364383 0.21966633]
--------------
roof
image [ 55944. 194882.25 248086. 388943. 3000000. ]
cats [ 192. 4554. 7099. 12211. 1313640.]
mean_ratio [0.003432 0.02336796 0.02861508 0.03139535 0.43788 ]
--------------
tail_light_left
image [ 51273. 195515.25 242353.5 381713.25 3000000. ]
cats [ 84. 2168. 7209. 14876. 1091970.]
mean_ratio [0.00163829 0.01108865 0.02974581 0.03897166 0.36399 ]
--------------
tail_light_right
image [ 51273. 195984.75 244357.5 387540. 3000000. ]
cats [ 52. 1928.5 7008. 15176. 431288. ]
mean_ratio [0.00101418 0.00984005 0.02867929 0.03915983 0.14376267]
--------------
wheels_back_left
image [ 51273. 201319.75 252928. 387589.5 3000000. ]
cats [ 290. 4455. 11625. 27383. 1321811.]
mean_ratio [0.005656 0.02212898 0.0459617 0.07064949 0.44060367]
--------------
wheels_back_right
image [ 51273. 203530.5 262065.5 406446. 3000000. ]
cats [ 351. 4601. 12096. 26199.5 1427820. ]
mean_ratio [0.00684571 0.02260595 0.0461564 0.06445998 0.47594 ]
--------------
wheels_front_left
image [ 76302. 205331.5 261363. 408566. 3000000. ]
cats [ 216. 4310.25 12355.5 27655. 939904. ]
mean_ratio [0.00283086 0.02099166 0.04727333 0.06768796 0.31330133]
--------------
wheels_front_right
image [ 67032. 204322.5 263361.5 405653. 3000000. ]
cats [ 286. 4456. 12480. 27198.75 1235820. ]
mean_ratio [0.00426662 0.02180866 0.04738734 0.0670493 0.41194 ]
--------------
windscreen
image [ 67032. 201959.5 263344. 418435. 3000000. ]
cats [ 462. 18855.25 28211. 46568.5 2441880. ]
mean_ratio [0.00689223 0.09336154 0.10712604 0.11129208 0.81396 ]
--------------
trunk
image [ 51273. 196836.75 243711.5 383033.25 3000000. ]
cats [ 84. 41890. 69419. 112526.5 2125236. ]
mean_ratio [0.00163829 0.21281595 0.28484089 0.29377737 0.708412 ]
--------------
{'bumper_back': 0.296,
'bumper_front': 0.33,
'door_front_left': 0.148,
'door_front_right': 0.158,
'door_pillar_left': 0.08,
'door_pillar_right': 0.081,
'door_rear_left': 0.159,
'door_rear_right': 0.162,
'door_window_front_left': 0.032,
'door_window_front_right': 0.035,
'door_window_rear_left': 0.031,
'door_window_rear_right': 0.031,
'fender_front_left': 0.117,
'fender_front_right': 0.125,
'handle_front_left': 0.001,
'handle_front_right': 0.002,
'handle_rear_left': 0.002,
'handle_rear_right': 0.002,
'headlight_left': 0.055,
'headlight_right': 0.053,
'hood': 0.208,
'mirror_left': 0.01,
'mirror_right': 0.01,
'plate_back': 0.029,
'plate_front': 0.025,
'radiator_grill': 0.064,
'roof': 0.031,
'wheels_front_left': 0.068,
'wheels_front_right': 0.067,
'windscreen': 0.111,
'back_side': 0.294,
'window_back': 0.12,
'sill_left': 0.068,
'sill_right': 0.075,
'fender_rear_left': 0.156,
'fender_rear_right': 0.14,
'foglight_left': 0.005,
'foglight_right': 0.005,
'taillight_left': 0.039,
'taillight_right': 0.039,
'wheel_rear_left': 0.071,
'wheel_rear_right': 0.064}
{'window_back': 1,
'bumper_back': 2,
'bumper_front': 3,
'door_front_left': 4,
'door_front_right': 5,
'pillar_left': 6,
'pillar_right': 7,
'door_rear_left': 8,
'door_rear_right': 9,
'sill_left': 10,
'sill_right': 11,
'door_window_front_left': 12,
'door_window_front_right': 13,
'door_window_rear_left': 14,
'door_window_rear_right': 15,
'fender_rear_left': 16,
'fender_rear_right': 17,
'fender_front_left': 18,
'fender_front_right': 19,
'foglight_left': 20,
'foglight_right': 21,
'handle_front_left': 22,
'handle_front_right': 23,
'handle_rear_left': 24,
'handle_rear_right': 25,
'headlight_left': 26,
'headlight_right': 27,
'hood': 28,
'mirror_left': 29,
'mirror_right': 30,
'plate_back': 31,
'plate_front': 32,
'radiator_grill': 33,
'roof': 34,
'taillight_left': 35,
'taillight_right': 36,
'wheel_rear_left': 37,
'wheel_rear_right': 38,
'wheels_front_left': 39,
'wheels_front_right': 40,
'windscreen': 41,
'back_side': 42}