1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
1135
1136
1137
1138
1139
1140
1141
1142
1143
1144
1145
1146
1147
1148
1149
1150
1151
1152
1153
1154
1155
1156
1157
1158
1159
1160
1161
1162
1163
1164
1165
1166
1167
1168
1169
1170
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
1182
1183
1184
1185
1186
1187
1188
1189
1190
1191
1192
1193
1194
1195
1196
1197
1198
1199
1200
1201
1202
1203
1204
1205
1206
1207
1208
1209
1210
1211
1212
1213
1214
1215
1216
1217
1218
1219
1220
1221
1222
1223
1224
1225
1226
1227
1228
1229
1230
1231
1232
1233
1234
1235
1236
1237
1238
1239
1240
1241
1242
1243
1244
1245
1246
1247
1248
1249
1250
1251
1252
1253
1254
1255
1256
1257
1258
1259
1260
1261
1262
1263
1264
1265
1266
1267
1268
1269
1270
1271
1272
1273
1274
1275
1276
1277
1278
1279
1280
1281
1282
1283
1284
1285
1286
1287
1288
1289
1290
1291
1292
1293
1294
1295
1296
1297
1298
1299
1300
1301
1302
1303
1304
1305
1306
1307
1308
1309
1310
1311
1312
1313
1314
1315
1316
1317
1318
1319
1320
1321
1322
1323
1324
1325
1326
1327
1328
1329
1330
1331
1332
1333
1334
1335
1336
1337
1338
1339
1340
1341
1342
1343
1344
1345
1346
1347
1348
1349
1350
1351
1352
1353
1354
1355
1356
1357
1358
1359
1360
1361
1362
1363
1364
1365
1366
1367
1368
1369
1370
1371
1372
1373
1374
1375
1376
1377
1378
1379
1380
1381
|
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import warnings\n",
"import scipy.stats as stats\n",
"import os\n",
"\n",
"warnings.simplefilter(action='ignore', category=FutureWarning)\n",
"pd.options.mode.chained_assignment = None \n",
"plt.style.use('ggplot')\n",
"sns.color_palette(\"Paired\");\n",
"sns.set_theme();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data Loading"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# setting path to results folder\n",
"root_path = '../../out/pretrained/adept/loci_looped/results'\n",
"\n",
"# list all folders in root path that don't stat with a dot\n",
"nets = [f for f in os.listdir(root_path) if not f.startswith('.')]\n",
"\n",
"# read pickle file\n",
"tf = pd.DataFrame()\n",
"sf = pd.DataFrame()\n",
"af = pd.DataFrame()\n",
"\n",
"# load statistics files from nets\n",
"for net in nets:\n",
" path = os.path.join(root_path, net, 'surprise', 'statistics',)\n",
" with open(os.path.join(path, 'trialframe.csv'), 'rb') as f:\n",
" tf_temp = pd.read_csv(f, index_col=0)\n",
" tf_temp['net'] = net\n",
" tf = pd.concat([tf,tf_temp])\n",
"\n",
" with open(os.path.join(path, 'slotframe.csv'), 'rb') as f:\n",
" sf_temp = pd.read_csv(f, index_col=0)\n",
" sf_temp['net'] = net\n",
" sf = pd.concat([sf,sf_temp])\n",
"\n",
" with open(os.path.join(path, 'accframe.csv'), 'rb') as f:\n",
" af_temp = pd.read_csv(f, index_col=0)\n",
" af_temp['net'] = net\n",
" af = pd.concat([af,af_temp])\n",
"\n",
"# cast variables\n",
"sf['visible'] = sf['visible'].astype(bool)\n",
"sf['bound'] = sf['bound'].astype(bool)\n",
"sf['occluder'] = sf['occluder'].astype(bool)\n",
"sf['inimage'] = sf['inimage'].astype(bool)\n",
"sf['vanishing'] = sf['vanishing'].astype(bool)\n",
"sf['alpha_pos'] = 1-sf['alpha_pos']\n",
"sf['alpha_ges'] = 1-sf['alpha_ges']\n",
"\n",
"# scale to percentage\n",
"sf['TE'] = sf['TE'] * 100\n",
"\n",
"# add surprise as dummy code\n",
"tf['control'] = [('control' in set) for set in tf['set']]\n",
"sf['control'] = [('control' in set) for set in sf['set']]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Calculate Tracking Error (TE)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tracking Error when visible: M: 2.6 , STD: 2.79, Count: 5150\n",
"Tracking Error when occluded: M: 2.67 , STD: 1.85, Count: 1545\n"
]
}
],
"source": [
"grouping = (sf.inimage & sf.bound & ~sf.occluder & sf.control)\n",
"\n",
"def get_stats(col):\n",
" return f' M: {col.mean():.3} , STD: {col.std():.3}, Count: {col.count()}'\n",
"\n",
"# When Visible\n",
"temp = sf[grouping & sf.visible]\n",
"print(f'Tracking Error when visible:' + get_stats(temp['TE']))\n",
"\n",
"# When Occluded\n",
"temp = sf[grouping & ~sf.visible]\n",
"print(f'Tracking Error when occluded:' + get_stats(temp['TE']))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Calculate Succesfull Trackings (TE)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>set</th>\n",
" <th>evalmode</th>\n",
" <th>tracked_pos</th>\n",
" <th>tracked_neg</th>\n",
" <th>tracked_pos_pro</th>\n",
" <th>tracked_neg_pro</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>createdown_control</td>\n",
" <td>open</td>\n",
" <td>145</td>\n",
" <td>5</td>\n",
" <td>0.966667</td>\n",
" <td>0.033333</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" set evalmode tracked_pos tracked_neg tracked_pos_pro \\\n",
"0 createdown_control open 145 5 0.966667 \n",
"\n",
" tracked_neg_pro \n",
"0 0.033333 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# succesfull trackings: In the last visible moment of the target, the slot was less than 10% away from the target\n",
"# determine last visible frame numeric\n",
"grouping_factors = ['net','set','evalmode','scene','slot']\n",
"ff = sf[sf.visible & sf.bound & sf.inimage].groupby(grouping_factors).max()\n",
"ff.rename(columns = {'frame':'last_visible'}, inplace = True)\n",
"sf = sf.merge(ff[['last_visible']], on=grouping_factors, how='left')\n",
"\n",
"# same for first bound frame\n",
"ff = sf[sf.visible & sf.bound & sf.inimage].groupby(grouping_factors).min()\n",
"ff.rename(columns = {'frame':'first_visible'}, inplace = True)\n",
"sf = sf.merge(ff[['first_visible']], on=grouping_factors, how='left')\n",
"\n",
"# add dummy variable to sf\n",
"sf['last_visible'] = (sf['last_visible'] == sf['frame'])\n",
"\n",
"# extract the trials where the target was last visible and threshold the TE\n",
"ff = sf[sf['last_visible']] \n",
"ff['tracked_pos'] = (ff['TE'] < 10)\n",
"ff['tracked_neg'] = (ff['TE'] >= 10)\n",
"\n",
"# fill NaN with 0\n",
"sf = sf.merge(ff[grouping_factors + ['tracked_pos', 'tracked_neg']], on=grouping_factors, how='left')\n",
"sf['tracked_pos'].fillna(False, inplace=True)\n",
"sf['tracked_neg'].fillna(False, inplace=True)\n",
"\n",
"# Aggreagte over all scenes\n",
"temp = sf[(sf['frame']== 1) & ~sf.occluder & sf.control & (sf.first_visible < 20)]\n",
"temp = temp.groupby(['set', 'evalmode']).sum()\n",
"temp = temp[['tracked_pos', 'tracked_neg']]\n",
"temp = temp.reset_index()\n",
"\n",
"temp['tracked_pos_pro'] = temp['tracked_pos'] / (temp['tracked_pos'] + temp['tracked_neg'])\n",
"temp['tracked_neg_pro'] = temp['tracked_neg'] / (temp['tracked_pos'] + temp['tracked_neg'])\n",
"\n",
"temp"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Mostly Tracked stats"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"temp = af[af.index == 'OVERALL']\n",
"temp['mostly_tracked'] = temp['mostly_tracked'] / temp['num_unique_objects']\n",
"temp['partially_tracked'] = temp['partially_tracked'] / temp['num_unique_objects']\n",
"temp['mostly_lost'] = temp['mostly_lost'] / temp['num_unique_objects']\n",
"g = temp[['mostly_tracked', 'partially_tracked', 'mostly_lost','set']].set_index(['set']).groupby(['set']).mean().plot(kind='bar', stacked=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# MOTA "
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>idf1</th>\n",
" <th>idp</th>\n",
" <th>idr</th>\n",
" <th>recall</th>\n",
" <th>precision</th>\n",
" <th>num_unique_objects</th>\n",
" <th>mostly_tracked</th>\n",
" <th>partially_tracked</th>\n",
" <th>mostly_lost</th>\n",
" <th>num_false_positives</th>\n",
" <th>num_misses</th>\n",
" <th>num_switches</th>\n",
" <th>num_fragmentations</th>\n",
" <th>mota</th>\n",
" <th>motp</th>\n",
" <th>num_transfer</th>\n",
" <th>num_ascend</th>\n",
" <th>num_migrate</th>\n",
" </tr>\n",
" <tr>\n",
" <th>set</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>createdown_control</th>\n",
" <td>0.916600</td>\n",
" <td>0.904911</td>\n",
" <td>0.928800</td>\n",
" <td>0.936288</td>\n",
" <td>0.912202</td>\n",
" <td>86.0</td>\n",
" <td>80.333333</td>\n",
" <td>1.000000</td>\n",
" <td>4.666667</td>\n",
" <td>443.0</td>\n",
" <td>312.000000</td>\n",
" <td>10.666667</td>\n",
" <td>10.666667</td>\n",
" <td>0.843646</td>\n",
" <td>0.033253</td>\n",
" <td>1.333333</td>\n",
" <td>8.000000</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>createdown_surprise</th>\n",
" <td>0.860928</td>\n",
" <td>0.794099</td>\n",
" <td>0.942791</td>\n",
" <td>0.951446</td>\n",
" <td>0.801555</td>\n",
" <td>33.0</td>\n",
" <td>30.666667</td>\n",
" <td>2.333333</td>\n",
" <td>0.000000</td>\n",
" <td>381.0</td>\n",
" <td>76.666667</td>\n",
" <td>4.333333</td>\n",
" <td>9.000000</td>\n",
" <td>0.707410</td>\n",
" <td>0.032646</td>\n",
" <td>1.000000</td>\n",
" <td>2.666667</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" idf1 idp idr recall precision \\\n",
"set \n",
"createdown_control 0.916600 0.904911 0.928800 0.936288 0.912202 \n",
"createdown_surprise 0.860928 0.794099 0.942791 0.951446 0.801555 \n",
"\n",
" num_unique_objects mostly_tracked partially_tracked \\\n",
"set \n",
"createdown_control 86.0 80.333333 1.000000 \n",
"createdown_surprise 33.0 30.666667 2.333333 \n",
"\n",
" mostly_lost num_false_positives num_misses \\\n",
"set \n",
"createdown_control 4.666667 443.0 312.000000 \n",
"createdown_surprise 0.000000 381.0 76.666667 \n",
"\n",
" num_switches num_fragmentations mota motp \\\n",
"set \n",
"createdown_control 10.666667 10.666667 0.843646 0.033253 \n",
"createdown_surprise 4.333333 9.000000 0.707410 0.032646 \n",
"\n",
" num_transfer num_ascend num_migrate \n",
"set \n",
"createdown_control 1.333333 8.000000 0.0 \n",
"createdown_surprise 1.000000 2.666667 0.0 "
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"af[af.index == 'OVERALL'].groupby(['set']).mean()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Gate Openings"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Percept gate openings when visible: M: 0.177 , STD: 0.235, Count: 5150\n",
"Percept gate openings when occluded: M: 0.0165 , STD: 0.0788, Count: 1545\n"
]
}
],
"source": [
"grouping = (sf.inimage & sf.bound & ~sf.occluder & sf.control)\n",
"temp = sf[grouping & sf.visible]\n",
"print(f'Percept gate openings when visible:' + get_stats(temp['alpha_pos'] + temp['alpha_ges']))\n",
"temp = sf[grouping & ~sf.visible]\n",
"print(f'Percept gate openings when occluded:' + get_stats(temp['alpha_pos'] + temp['alpha_ges']))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Correlations between visiblity mask of reappearing objects and visibility mask of vanishing objects"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"PearsonRResult(statistic=0.9090151765786597, pvalue=2.695881922780818e-06)\n",
"PearsonRResult(statistic=0.9416135178219641, pvalue=1.6338190527083593e-07)\n"
]
}
],
"source": [
"control_slot = sf[(sf['vanishing'] == False) &\n",
" (sf['occluder'] == False) &\n",
" sf['set'].isin(['createdown_control']) &\n",
" #(sf['net'] == net) &\n",
" (sf['tracked_pos']) &\n",
" (sf['first_visible'] < 20)]\n",
"control_slot['visible'] = (control_slot['visible'] & control_slot['bound'])\n",
"\n",
"vanish_slot = sf[(sf['vanishing'] == True) &\n",
" (sf['occluder'] == False) &\n",
" sf['set'].isin(['createdown_surprise']) &\n",
" #(sf['net'] == net) & \n",
" (sf['tracked_pos']) & \n",
" (sf['first_visible'] < 20)]\n",
"vanish_slot['visible'] = (vanish_slot['visible'] & vanish_slot['bound'])\n",
"\n",
"# correlation between slot error and control slot visibility\n",
"temp = vanish_slot.groupby(['frame']).mean().reset_index()\n",
"temp['visible'] = control_slot.groupby(['frame']).mean()['visible'].reset_index()['visible']\n",
"\n",
"# correlation between slot error and control slot visibility\n",
"print(stats.pearsonr(temp['visible'][25:40], temp['slot_error'][25:40]))\n",
"print(stats.pearsonr(temp['visible'][25:40], temp['mask_size'][25:40]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plots VOE"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 360x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def get_plot_complete():\n",
"\n",
" # line plot of mean slot error as a function of frames per jumping mode\n",
" control_slot = sf[(sf['vanishing'] == False) &\n",
" (sf['occluder'] == False) &\n",
" sf['set'].isin(['createdown_control', 'createup_control']) &\n",
" #(sf['net'] == net) &\n",
" (sf['tracked_pos'])]\n",
" control_slot['notvisible'] = ((control_slot['visible'] == False) | (control_slot['bound'] == False))\n",
" control_label = 'Reappearing'\n",
"\n",
" # line plot of mean slot error as a function of frames per jumping mode\n",
" vanish_slot = sf[(sf['vanishing'] == True) &\n",
" (sf['occluder'] == False) &\n",
" sf['set'].isin(['createdown_surprise', 'createup_control']) &\n",
" #(sf['net'] == net) & \n",
" (sf['tracked_pos'])]\n",
" vanish_label = 'Vanishing'\n",
"\n",
" a = control_slot.groupby(['frame']).mean()['notvisible'].to_list()\n",
"\n",
" # combined plot of slot error and tracking error\n",
" fig, axs = plt.subplots(ncols=2, nrows=4, figsize=(10, 10), gridspec_kw={'height_ratios': [3, 3, 3, 1]})\n",
" alphabet = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h']\n",
"\n",
" for i, (error,ylabel) in enumerate(zip(['slot_error', 'TE', 'rawmask_size', 'mask_size', 'alpha_pos', 'alpha_ges'],['Slot Error', 'Tracking Error', 'Object Mask Size', 'Visibility Mask Size', 'Position Updates', 'Gestalt Updates'])):\n",
"\n",
" # set row and column\n",
" row = int(i/2)\n",
" col = i % 2\n",
"\n",
" # line plot of slot error as a function of frames\n",
" vslot = vanish_slot\n",
" if error == 'TE':\n",
" vslot = vanish_slot[(vanish_slot['TE'] > 0) | (vanish_slot['frame'] < 10)]\n",
" sns.lineplot(x=\"frame\", y=error, data=control_slot, ax=ax, label=control_label)\n",
" sns.lineplot(x=\"frame\", y=error, data=vslot, ax=axs[row][col], label=vanish_label)\n",
" ax[col].set_xlabel('')\n",
" axs[row][col].set_ylabel(ylabel)\n",
" axs[row][col].legend()\n",
"\n",
" # add vertical line at 30 frames\n",
" axs[row][col].axvline(x=28, color='green', linestyle='--', linewidth=0.5, alpha=0.5)\n",
"\n",
" if error == 'TE':\n",
" axs[row][col].set_yticks([0, 1, 2, 3])\n",
" axs[row][col].set_yticklabels(['0%', '1%', '2%', '3%'])\n",
"\n",
" # add a,b,c ... labels to the top left conrner of each plot\n",
" axs[row][col].text(-0.2, 1, alphabet[i], transform=axs[row][col].transAxes, size=15, weight='bold')\n",
"\n",
" for col in [0,1]:\n",
"\n",
" # add occulusion plot\n",
" axs[3][col].fill_between(range(len(a)),a, color=\"green\", alpha=0.2)\n",
" axs[3][col].set_xlabel('Frame')\n",
" axs[3][col].set_ylabel('Occlusion')\n",
"\n",
" # set y axis ticks as 0% to 100%\n",
" axs[3][col].set_yticks([0, 1])\n",
" #axs[3][col].set_yticks([])\n",
" axs[3][col].set_yticklabels(['0%', '100%'])\n",
"\n",
" # add same text as above but center the text\n",
" axs[3][col].text(28, 0.5, 'Object\\nvanishes', fontsize=9, color='grey', rotation=90, ha='center', va='center')\n",
" axs[3][col].text(60, 0.5, 'Occluder\\nrotates', fontsize=9, color='grey', rotation=90, ha='center', va='center')\n",
"\n",
" # Update Gates\n",
" axs[2][col].set_yticks([0, 0.2,0.4])\n",
" axs[2][col].set_yticklabels(['0%', '20%', '40%'])\n",
" axs[2][col].set_ylim(0, 0.4)\n",
"\n",
" plt.tight_layout()\n",
"\n",
" pass\n",
"\n",
"\n",
"\n",
"def get_plot_voe():\n",
"\n",
" # line plot of mean slot error as a function of frames per jumping mode\n",
" control_slot = sf[(sf['vanishing'] == False) &\n",
" (sf['occluder'] == False) &\n",
" sf['set'].isin(['createdown_control']) &\n",
" #(sf['net'] == net) &\n",
" (sf['tracked_pos']) &\n",
" (sf['first_visible'] < 20)]\n",
" control_slot['visible'] = (control_slot['visible'] & control_slot['bound'])\n",
" control_slot['slot_error'] = control_slot['slot_error'] * 10000000\n",
" control_label = 'Reappearing'\n",
"\n",
" # line plot of mean slot error as a function of frames per jumping mode\n",
" vanish_slot = sf[(sf['vanishing'] == True) &\n",
" (sf['occluder'] == False) &\n",
" sf['set'].isin(['createdown_surprise']) &\n",
" #(sf['net'] == net) & \n",
" (sf['tracked_pos']) & \n",
" (sf['first_visible'] < 20)]\n",
" vanish_slot['visible'] = (vanish_slot['visible'] & vanish_slot['bound'])\n",
" vanish_slot['slot_error'] = vanish_slot['slot_error'] * 10000000\n",
" vanish_label = 'Vanishing'\n",
"\n",
" a = control_slot.groupby(['frame']).mean()['visible']\n",
" b = vanish_slot.groupby(['frame']).mean()['visible']\n",
" #b[28:] = 0\n",
"\n",
" # combined plot of slot error and tracking error\n",
" fig, axs = plt.subplots(ncols=2, nrows=2, figsize=(10, 4), gridspec_kw={'height_ratios': [3, 1]})\n",
" alphabet = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h']\n",
"\n",
" for i, (error,ylabel) in enumerate(zip(['slot_error', 'mask_size'],['Slot Error', 'Visibility Mask Size'])):\n",
"\n",
" # set row and column\n",
" row = int(i/2) \n",
" col = i % 2\n",
"\n",
" # line plot of slot error as a function of frames\n",
" vslot = vanish_slot\n",
" if error == 'TE':\n",
" vslot = vanish_slot[(vanish_slot['TE'] > 0) | (vanish_slot['frame'] < 10)]\n",
" sns.lineplot(x=\"frame\", y=error, data=control_slot, ax=axs[row][col], label=control_label)\n",
" sns.lineplot(x=\"frame\", y=error, data=vslot, ax=axs[row][col], label=vanish_label)\n",
" axs[row][col].set_xlabel('')\n",
" axs[row][col].set_ylabel(ylabel, fontsize=12)\n",
" axs[row][col].legend()\n",
"\n",
" if error == 'TE':\n",
" axs[row][col].set_yticks([0, 1, 2, 3])\n",
" axs[row][col].set_yticklabels(['0%', '1%', '2%', '3%'])\n",
"\n",
" # add a,b,c ... labels to the top left conrner of each plot\n",
" axs[row][col].text(-0.2, 1, alphabet[i], transform=axs[row][col].transAxes, size=15, weight='bold')\n",
"\n",
" # remove x axis ticks from top plot but keep grid lines in x axis\n",
" if row == 0:\n",
" axs[row][col].set_xticklabels([])\n",
" axs[row][col].set_xlabel('')\n",
"\n",
" for col in [0,1]:\n",
"\n",
" # add occulusion plot\n",
" axs[1][col].plot(range(len(a)),a.to_list(), label=control_label)\n",
" axs[1][col].plot(range(len(a)),b.to_list(), label=vanish_label)\n",
" axs[1][col].set_xlabel('Frame', fontsize=12)\n",
" axs[1][col].set_ylabel('Visiblity', fontsize=12)\n",
"\n",
" # set y axis ticks as 0% to 100%\n",
" axs[1][col].set_yticks([0, 1])\n",
" #axs[3][col].set_yticks([])\n",
" axs[1][col].set_yticklabels(['0%', '100%'])\n",
"\n",
" # add same text as above but center the text\n",
" axs[1][col].text(28, 0.5, 'Object\\nvanishes', fontsize=9, color='grey', rotation=90, ha='center', va='center')\n",
" axs[1][col].text(60, 0.5, 'Occluder\\nrotates', fontsize=9, color='grey', rotation=90, ha='center', va='center')\n",
"\n",
" # Update Gates\n",
" #axs[2][col].set_yticks([0, 0.2,0.4])\n",
" #axs[2][col].set_yticklabels(['0%', '20%', '40%'])\n",
" #axs[2][col].set_ylim(0, 0.4)\n",
"\n",
"\n",
" # add arrow to plot axs[0][0] at position (x,y) = (10, 0.5)\n",
" axs[0][0].annotate('', xy=(33, 0.45), xytext=(25, 0.6), arrowprops={'arrowstyle': '->', 'color': 'black'})\n",
" axs[0][0].text(21, 0.62, 'Expectation', fontsize=9, color='black', ha='center', va='center')\n",
"\n",
" axs[0][0].annotate('', xy=(63, 0.31), xytext=(56, 0.45), arrowprops={'arrowstyle': '->', 'color': 'black'})\n",
" axs[0][0].text(52, 0.47, 'Expectation', fontsize=9, color='black', ha='center', va='center')\n",
"\n",
" plt.tight_layout()\n",
"\n",
" pass\n",
"\n",
"def get_plot_gates():\n",
"\n",
" # line plot of mean slot error as a function of frames per jumping mode\n",
" control_slot = sf[(sf['vanishing'] == False) &\n",
" (sf['occluder'] == False) &\n",
" sf['set'].isin(['createdown_control']) &\n",
" #(sf['net'] == net) &\n",
" (sf['tracked_pos']) &\n",
" (sf['first_visible'] < 20)]\n",
" control_slot['visible'] = (control_slot['visible'] & control_slot['bound'])\n",
" control_slot['slot_error'] = control_slot['slot_error'] * 10000000\n",
" control_label = 'Reappearing objects'\n",
"\n",
" # line plot of mean slot error as a function of frames per jumping mode\n",
" vanish_slot = sf[(sf['vanishing'] == True) &\n",
" (sf['occluder'] == False) &\n",
" sf['set'].isin(['createdown_surprise']) &\n",
" #(sf['net'] == net) & \n",
" (sf['tracked_pos']) & \n",
" (sf['first_visible'] < 20)]\n",
" vanish_slot['visible'] = (vanish_slot['visible'] & vanish_slot['bound'])\n",
" vanish_slot['slot_error'] = vanish_slot['slot_error'] * 10000000\n",
" vanish_label = 'Vanishing objects'\n",
"\n",
" a = control_slot.groupby(['frame']).mean()['visible']\n",
" b = vanish_slot.groupby(['frame']).mean()['visible']\n",
" #b[28:] = 0\n",
"\n",
" # combined plot of slot error and tracking error\n",
" fig, axs = plt.subplots(ncols=1, nrows=5, figsize=(5, 10), gridspec_kw={'height_ratios': [3, 1, 0.5, 3, 1]})\n",
" alphabet = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h']\n",
"\n",
" for i, (error,ylabel) in enumerate(zip(['alpha_pos', 'alpha_ges'],['Position Updates', 'Gestalt Updates'])):\n",
"\n",
" # set row and column\n",
" ax = axs[3*i]\n",
"\n",
" # line plot of slot error as a function of frames\n",
" vslot = vanish_slot\n",
" if error == 'TE':\n",
" vslot = vanish_slot[(vanish_slot['TE'] > 0) | (vanish_slot['frame'] < 10)]\n",
" sns.lineplot(x=\"frame\", y=error, data=control_slot, ax=ax, label=control_label)\n",
" sns.lineplot(x=\"frame\", y=error, data=vslot, ax=ax, label=vanish_label)\n",
" ax.set_xlabel('')\n",
" ax.set_ylabel(ylabel, fontsize=12)\n",
" ax.legend()\n",
"\n",
" # set y lim from 0 to 0.6\n",
" ax.set_ylim(0, 0.6)\n",
"\n",
" ax.set_yticks([0, 0.3, 0.6])\n",
" ax.set_yticklabels(['0%', '30%', '60%'])\n",
"\n",
" # add a,b,c ... labels to the top left conrner of each plot\n",
" ax.text(-0.2, 1, alphabet[i], transform=ax.transAxes, size=15, weight='bold')\n",
"\n",
" # remove x axis ticks from top plot but keep grid lines in x axis\n",
" ax.set_xticklabels([])\n",
" ax.set_xlabel('')\n",
"\n",
" for row in [1,4]:\n",
"\n",
" ax = axs[row]\n",
"\n",
" # add occulusion plot\n",
" ax.plot(range(len(a)),a.to_list(), label=control_label)\n",
" ax.plot(range(len(a)),b.to_list(), label=vanish_label)\n",
" ax.set_xlabel('Frame', fontsize=12)\n",
" ax.set_ylabel('Visiblity', fontsize=12)\n",
"\n",
" # set y axis ticks as 0% to 100%\n",
" ax.set_yticks([0, 1])\n",
" #axs[3][col].set_yticks([])\n",
" ax.set_yticklabels(['0%', '100%'])\n",
"\n",
" # add same text as above but center the text\n",
" ax.text(29, 0.5, 'Reappear', fontsize=9, color='grey', rotation=90, ha='center', va='center')\n",
" ax.text(60, 0.5, 'Occluder\\nrotates', fontsize=9, color='grey', rotation=90, ha='center', va='center')\n",
"\n",
" # Update Gates\n",
" #axs[2][col].set_yticks([0, 0.2,0.4])\n",
" #axs[2][col].set_yticklabels(['0%', '20%', '40%'])\n",
" #axs[2][col].set_ylim(0, 0.4)\n",
"\n",
"\n",
" plt.tight_layout()\n",
"\n",
" # reduce space between row 0 and 1, and row 2 and 3\n",
" plt.subplots_adjust(hspace=0.1)\n",
" \n",
" # delete row 2\n",
" axs[2].remove()\n",
"\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 720x720 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"get_plot_complete()\n",
"plt.savefig('plots/loci_looped_complete.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 720x288 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"get_plot_voe()\n",
"plt.savefig('plots/loci_looped_voe.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 360x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"get_plot_gates()\n",
"plt.savefig('plots/loci_looped_gates2.pdf')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Accuracy"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[Text(0, 0, 'Expected moment of reappearance'), Text(1, 0, 'Occluder rotates')]"
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"control_slot = sf[(sf['vanishing'] == False) &\n",
" (sf['occluder'] == False) &\n",
" sf['set'].isin(['createdown_control']) &\n",
" (sf['tracked_pos']) &\n",
" (sf['first_visible'] < 20)]\n",
"control_slot['visible'] = (control_slot['visible'] & control_slot['bound'])\n",
"\n",
"# line plot of mean slot error as a function of frames per jumping mode\n",
"vanish_slot = sf[(sf['vanishing'] == True) &\n",
" (sf['occluder'] == False) &\n",
" sf['set'].isin(['createdown_surprise']) &\n",
" (sf['tracked_pos']) & \n",
" (sf['first_visible'] < 20)]\n",
"vanish_slot['visible'] = (vanish_slot['visible'] & vanish_slot['bound'])\n",
"\n",
"# concat the two dataframes\n",
"temp = pd.concat([control_slot, vanish_slot])\n",
"temp1 = temp[(temp['frame'] > 30) & (temp['frame'] < 50)]\n",
"temp2 = temp[(temp['frame'] > 50)]\n",
"\n",
"temp1 = pd.Series.to_frame(temp1.groupby(['set', 'scene', 'slot']).max()['slot_error'])\n",
"temp1['name'] = 30\n",
"\n",
"temp2 = pd.Series.to_frame(temp2.groupby(['set', 'scene', 'slot']).max()['slot_error'])\n",
"temp2['slot_error'] = temp2['slot_error'] \n",
"temp2['name'] = 50\n",
"\n",
"# concatenate the two dataframes\n",
"temp = pd.concat([temp1, temp2]).reset_index()\n",
"\n",
"# make box plot of the slot_error in one figure grouped by set and then by name\n",
"fig, ax = plt.subplots(figsize=(8, 6))\n",
"sns.boxplot(x='name', y='slot_error', hue='set', data=temp, ax=ax)\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('Surprise')\n",
"ax.legend(title='Frame', loc='upper right')\n",
"plt.tight_layout()\n",
"\n",
"# set legend labels to ['Reappearing', 'Vanishing']\n",
"handles, labels = ax.get_legend_handles_labels()\n",
"ax.legend(handles, ['Reappearing', 'Vanishing'], title='', loc='upper right')\n",
"\n",
"# set x-axis labes to [Reappearing, Occluder Rotates]\n",
"ax.set_xticklabels(['Expected moment of reappearance', 'Occluder rotates'])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {},
"outputs": [],
"source": [
"def get_plot_voe():\n",
"\n",
" ########################################\n",
" # line plot of mean slot error as a function of frames per jumping mode\n",
" control_slot = sf[(sf['vanishing'] == False) &\n",
" (sf['occluder'] == False) &\n",
" sf['set'].isin(['createdown_control']) &\n",
" #(sf['net'] == net) &\n",
" (sf['tracked_pos']) &\n",
" (sf['first_visible'] < 20)]\n",
" control_slot['visible'] = (control_slot['visible'] & control_slot['bound'])\n",
" control_slot['slot_error'] = control_slot['slot_error'] * 10000000\n",
" control_label = 'Reappearing'\n",
"\n",
" # line plot of mean slot error as a function of frames per jumping mode\n",
" vanish_slot = sf[(sf['vanishing'] == True) &\n",
" (sf['occluder'] == False) &\n",
" sf['set'].isin(['createdown_surprise']) &\n",
" #(sf['net'] == net) & \n",
" (sf['tracked_pos']) & \n",
" (sf['first_visible'] < 20)]\n",
" vanish_slot['visible'] = (vanish_slot['visible'] & vanish_slot['bound'])\n",
" vanish_slot['slot_error'] = vanish_slot['slot_error'] * 10000000\n",
" vanish_label = 'Vanishing'\n",
"\n",
" a = control_slot.groupby(['frame']).mean()['visible']\n",
" b = vanish_slot.groupby(['frame']).mean()['visible']\n",
" #b[28:] = 0\n",
"\n",
" # get 3 plots underneath each other the ratio of the plots is 3:1:3\n",
" fig, axs = plt.subplots(ncols=1, nrows=4, figsize=(5, 9), gridspec_kw={'height_ratios': [3, 0.5, 2, 1]})\n",
" alphabet = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h']\n",
"\n",
" error = 'slot_error'\n",
" ylabel = 'Slot Error'\n",
" ax = axs[2]\n",
"\n",
" # line plot of slot error as a function of frames\n",
" vslot = vanish_slot\n",
" if error == 'TE':\n",
" vslot = vanish_slot[(vanish_slot['TE'] > 0) | (vanish_slot['frame'] < 10)]\n",
" sns.lineplot(x=\"frame\", y=error, data=control_slot, ax=ax, label=control_label)\n",
" sns.lineplot(x=\"frame\", y=error, data=vslot, ax=ax, label=vanish_label)\n",
" ax.set_xlabel('')\n",
" ax.set_ylabel(ylabel, fontsize=12)\n",
" ax.legend()\n",
"\n",
" # add a,b,c ... labels to the top left conrner of each plot\n",
" ax.text(-0.15, 1, alphabet[1], transform=ax.transAxes, size=15, weight='bold')\n",
" # add arrow to plot axs[0][0] at position (x,y) = (10, 0.5)\n",
" ax.annotate('', xy=(33, 0.45), xytext=(25, 0.6), arrowprops={'arrowstyle': '->', 'color': 'black'})\n",
" ax.text(21, 0.62, 'Expectation', fontsize=9, color='black', ha='center', va='center')\n",
"\n",
" ax.annotate('', xy=(63, 0.31), xytext=(56, 0.45), arrowprops={'arrowstyle': '->', 'color': 'black'})\n",
" ax.text(52, 0.47, 'Expectation', fontsize=9, color='black', ha='center', va='center')\n",
"\n",
" # remove x axis ticks from top plot but keep grid lines in x axis\n",
" ax.set_xticklabels([])\n",
" ax.set_xlabel('')\n",
"\n",
" # remove legend\n",
" ax.legend().remove()\n",
"\n",
" ########################################\n",
" ax = axs[3]\n",
"\n",
" # add occulusion plot\n",
" ax.plot(range(len(a)),a.to_list(), label=control_label)\n",
" ax.plot(range(len(a)),b.to_list(), label=vanish_label)\n",
" ax.set_xlabel('Frame', fontsize=12)\n",
" ax.set_ylabel('Visiblity', fontsize=12)\n",
"\n",
" # move ylbale a bit more to the right\n",
" ax.yaxis.set_label_coords(-0.09, 0.5)\n",
"\n",
" # set y axis ticks as 0% to 100%\n",
" ax.set_yticks([0, 1])\n",
" ax.set_yticklabels(['0%', '100%'])\n",
"\n",
" # add same text as above but center the text\n",
" ax.text(28, 0.5, 'Object\\nvanishes', fontsize=9, color='grey', rotation=90, ha='center', va='center')\n",
" ax.text(60, 0.5, 'Occluder\\nrotates', fontsize=9, color='grey', rotation=90, ha='center', va='center')\n",
"\n",
"\n",
" ########################################\n",
" axs[1].axis('off')\n",
"\n",
" ax = axs[0]\n",
" ax.text(-0.15, 1, alphabet[0], transform=ax.transAxes, size=15, weight='bold')\n",
"\n",
" # concat the two dataframes\n",
" temp = pd.concat([control_slot, vanish_slot])\n",
" temp1 = temp[(temp['frame'] > 30) & (temp['frame'] < 50)]\n",
" temp2 = temp[(temp['frame'] > 50)]\n",
"\n",
" temp1 = pd.Series.to_frame(temp1.groupby(['set', 'scene', 'slot']).max()['slot_error'])\n",
" temp1['name'] = 30\n",
"\n",
" temp2 = pd.Series.to_frame(temp2.groupby(['set', 'scene', 'slot']).max()['slot_error'])\n",
" temp2['name'] = 50\n",
"\n",
" # concatenate the two dataframes\n",
" temp = pd.concat([temp1, temp2]).reset_index()\n",
"\n",
" # make box plot of the slot_error in one figure grouped by set and then by name\n",
" sns.boxplot(x='name', y='slot_error', hue='set', data=temp, ax=ax)\n",
" ax.set_xlabel('')\n",
" ax.set_ylabel('Surprise')\n",
"\n",
" # remove legend\n",
" plt.tight_layout()\n",
"\n",
" # set x-axis labes to [Reappearing, Occluder Rotates]\n",
" ax.set_xticklabels(['Expected moment\\nof reappearance', 'Occluder rotates'])\n",
"\n",
" # set legend labels to ['Reappearing', 'Vanishing']\n",
" handles, labels = ax.get_legend_handles_labels()\n",
" ax.legend(handles, ['Reappearing', 'Vanishing'], title='', loc='upper center', bbox_to_anchor=(0.5, 1.105), ncol=2)\n",
"\n",
" # reduce the space between the second and the third plot\n",
" plt.subplots_adjust(hspace=0.05)\n",
" \n",
"\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 148,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 360x648 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"get_plot_voe()\n",
"plt.savefig('plots/loci_looped_voe2.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ttest_indResult(statistic=1.691198428694689, pvalue=0.09495066166428383)\n",
"Ttest_indResult(statistic=3.6836011726202966, pvalue=0.00043158165864250897)\n"
]
}
],
"source": [
"control_slot = sf[(sf['vanishing'] == False) &\n",
" (sf['occluder'] == False) &\n",
" sf['set'].isin(['createdown_control']) &\n",
" (sf['tracked_pos']) &\n",
" (sf['first_visible'] < 20)]\n",
"control_slot['visible'] = (control_slot['visible'] & control_slot['bound'])\n",
"control_slot['slot_error'] = control_slot['slot_error'] * 10000000\n",
"\n",
"# line plot of mean slot error as a function of frames per jumping mode\n",
"vanish_slot = sf[(sf['vanishing'] == True) &\n",
" (sf['occluder'] == False) &\n",
" sf['set'].isin(['createdown_surprise']) &\n",
" (sf['tracked_pos']) & \n",
" (sf['first_visible'] < 20)]\n",
"vanish_slot['visible'] = (vanish_slot['visible'] & vanish_slot['bound'])\n",
"vanish_slot['slot_error'] = vanish_slot['slot_error'] * 10000000\n",
"\n",
"\n",
"temp = pd.concat([control_slot, vanish_slot])\n",
"temp1 = temp[(temp['frame'] > 30) & (temp['frame'] < 50)]\n",
"temp2 = temp[(temp['frame'] > 50)]\n",
"\n",
"temp1 = pd.Series.to_frame(temp1.groupby(['set', 'scene', 'slot']).max()['slot_error'])\n",
"temp2 = pd.Series.to_frame(temp2.groupby(['set', 'scene', 'slot']).max()['slot_error'])\n",
"\n",
"# \n",
"temp1 = temp1.groupby(['set', 'scene', 'slot']).max()['slot_error']\n",
"temp2 = temp2.groupby(['set', 'scene', 'slot']).max()['slot_error']\n",
"\n",
"# t-test between reappearing and vanishing\n",
"print(stats.ttest_ind(temp1['createdown_surprise'], temp1['createdown_control']))\n",
"print(stats.ttest_ind(temp2['createdown_surprise'], temp2['createdown_control']))"
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.047"
]
},
"execution_count": 141,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"0.094/2"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [],
"source": [
"# vertical aligned\n",
"def get_plot_voe():\n",
"\n",
" # increase font site of all plots\n",
" sns.set(font_scale=1.2)\n",
"\n",
"\n",
" ########################################\n",
" # line plot of mean slot error as a function of frames per jumping mode\n",
" control_slot = sf[(sf['vanishing'] == False) &\n",
" (sf['occluder'] == False) &\n",
" sf['set'].isin(['createdown_control']) &\n",
" #(sf['net'] == net) &\n",
" (sf['tracked_pos']) &\n",
" (sf['first_visible'] < 20)]\n",
" control_slot['visible'] = (control_slot['visible'] & control_slot['bound'])\n",
" control_slot['slot_error'] = control_slot['slot_error'] * 10000000\n",
" control_label = 'Reappearing'\n",
"\n",
" # line plot of mean slot error as a function of frames per jumping mode\n",
" vanish_slot = sf[(sf['vanishing'] == True) &\n",
" (sf['occluder'] == False) &\n",
" sf['set'].isin(['createdown_surprise']) &\n",
" #(sf['net'] == net) & \n",
" (sf['tracked_pos']) & \n",
" (sf['first_visible'] < 20)]\n",
" vanish_slot['visible'] = (vanish_slot['visible'] & vanish_slot['bound'])\n",
" vanish_slot['slot_error'] = vanish_slot['slot_error'] * 10000000\n",
" vanish_label = 'Vanishing'\n",
"\n",
" a = control_slot.groupby(['frame']).mean()['visible']\n",
" b = vanish_slot.groupby(['frame']).mean()['visible']\n",
" #b[28:] = 0\n",
"\n",
" # get 4 plots in 2 rows and 2 columns where the the first column has a ratio of 3:0.5 and the second column has a ratio of 2:1\n",
" #fig, axs = plt.subplots(ncols=2, nrows=2, figsize=(9, 5), gridspec_kw={'height_ratios': [3, 0.5, 2, 1]})\n",
" fig = plt.figure(constrained_layout=True, figsize=(9, 5))\n",
" gs = fig.add_gridspec(4, 8)\n",
"\n",
" alphabet = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h']\n",
"\n",
" error = 'slot_error'\n",
" ylabel = 'Slot Error'\n",
" ax = fig.add_subplot(gs[:3, 3:])\n",
"\n",
" # line plot of slot error as a function of frames\n",
" vslot = vanish_slot\n",
" if error == 'TE':\n",
" vslot = vanish_slot[(vanish_slot['TE'] > 0) | (vanish_slot['frame'] < 10)]\n",
" sns.lineplot(x=\"frame\", y=error, data=control_slot, ax=ax, label=control_label)\n",
" sns.lineplot(x=\"frame\", y=error, data=vslot, ax=ax, label=vanish_label)\n",
" ax.set_xlabel('')\n",
" ax.set_ylabel(ylabel)\n",
" ax.legend()\n",
"\n",
" # add a,b,c ... labels to the top left conrner of each plot\n",
" ax.text(-0.15, 1, alphabet[1], transform=ax.transAxes, size=15, weight='bold')\n",
" # add arrow to plot axs[0][0] at position (x,y) = (10, 0.5)\n",
" ax.annotate('', xy=(33, 0.45), xytext=(25, 0.6), arrowprops={'arrowstyle': '->', 'color': 'black'})\n",
" ax.text(21, 0.62, 'Expectation', fontsize=11, color='black', ha='center', va='center')\n",
"\n",
" ax.annotate('', xy=(63, 0.31), xytext=(56, 0.45), arrowprops={'arrowstyle': '->', 'color': 'black'})\n",
" ax.text(52, 0.47, 'Expectation', fontsize=11, color='black', ha='center', va='center')\n",
"\n",
" # remove x axis ticks from top plot but keep grid lines in x axis\n",
" ax.set_xticklabels([])\n",
" ax.set_xlabel('')\n",
"\n",
" # set legend labels to ['Reappearing', 'Vanishing']\n",
" handles, labels = ax.get_legend_handles_labels()\n",
" ax.legend(handles, ['Reappearing objects', 'Vanishing objects'], title='', loc='upper center', bbox_to_anchor=(0.5, 1.18), ncol=2)\n",
"\n",
" # remove legend\n",
" #ax.legend().remove()\n",
"\n",
"\n",
" ########################################\n",
" ax = fig.add_subplot(gs[3:, 3:])\n",
"\n",
" # add occulusion plot\n",
" ax.plot(range(len(a)),a.to_list(), label=control_label)\n",
" ax.plot(range(len(a)),b.to_list(), label=vanish_label)\n",
" ax.set_xlabel('Frame')\n",
" ax.set_ylabel('Visiblity', fontsize=12)\n",
"\n",
" # move ylbale a bit more to the right\n",
" ax.yaxis.set_label_coords(-0.09, 0.5)\n",
"\n",
" # set y axis ticks as 0% to 100%\n",
" ax.set_yticks([0, 1])\n",
" ax.set_yticklabels(['0%', '100%'])\n",
"\n",
" # add same text as above but center the text\n",
" ax.text(29, 0.5, 'Reappear', fontsize=11, color='grey', rotation=90, ha='center', va='center')\n",
" ax.text(60, 0.5, 'Occluder\\nrotates', fontsize=11, color='grey', rotation=90, ha='center', va='center')\n",
"\n",
"\n",
" ########################################\n",
" #axs[0][1].axis('off')\n",
"\n",
" ax = fig.add_subplot(gs[:, :3])\n",
" ax.text(-0.15, 1, alphabet[0], transform=ax.transAxes, size=17, weight='bold')\n",
"\n",
" # concat the two dataframes\n",
" temp = pd.concat([control_slot, vanish_slot])\n",
" temp1 = temp[(temp['frame'] > 30) & (temp['frame'] < 50)]\n",
" temp2 = temp[(temp['frame'] > 50)]\n",
"\n",
" temp1 = pd.Series.to_frame(temp1.groupby(['set', 'scene', 'slot']).max()['slot_error'])\n",
" temp1['name'] = 30\n",
"\n",
" temp2 = pd.Series.to_frame(temp2.groupby(['set', 'scene', 'slot']).max()['slot_error'])\n",
" temp2['name'] = 50\n",
"\n",
" # concatenate the two dataframes\n",
" temp = pd.concat([temp1, temp2]).reset_index()\n",
"\n",
" # make box plot of the slot_error in one figure grouped by set and then by name\n",
" sns.boxplot(x='name', y='slot_error', hue='set', data=temp, ax=ax)\n",
" ax.set_xlabel('')\n",
" ax.set_ylabel('Surprise')\n",
"\n",
" # remove legend\n",
" plt.tight_layout()\n",
"\n",
" # set x-axis labes to [Reappearing, Occluder Rotates]\n",
" ax.set_xticklabels(['Moment of \\nexpected \\nreappearance', 'Occluder \\nrotates'])\n",
"\n",
" ax.legend().remove() \n",
"\n",
" # reduce the space between the second and the third plot\n",
" plt.subplots_adjust(hspace=0.05)\n",
" \n",
"\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"<ipython-input-108-43cbf80ac39b>:124: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
" plt.tight_layout()\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 648x360 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"get_plot_voe()\n",
"plt.savefig('plots/loci_looped_voe3.pdf')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "loci23",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.16"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|