-
Notifications
You must be signed in to change notification settings - Fork 31
/
lbpcascade_frontalface_improved.xml
1469 lines (1463 loc) · 52.8 KB
/
lbpcascade_frontalface_improved.xml
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
<?xml version="1.0"?>
<!--
//////////////////////////////////////////////////////////////////////////
| Contributors License Agreement
| IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
| By downloading, copying, installing or using the software you agree
| to this license. If you do not agree to this license, do not download,
| install, copy or use the software.
|
| Copyright (c) 2017, Puttemans Steven, Can Ergun and Toon Goedeme
| (KU Leuven, EAVISE Research Group, Jan Pieter De Nayerlaan 5,
| Sint-Katelijne-Waver, Belgium).
| All rights reserved.
|
| Redistribution and use in source and binary forms, with or without
| modification, are permitted provided that the following conditions are
| met:
|
| * Redistributions of source code must retain the above copyright
| notice, this list of conditions and the following disclaimer.
| * Redistributions in binary form must reproduce the above
| copyright notice, this list of conditions and the following
| disclaimer in the documentation and/or other materials provided
| with the distribution.
| * The name of Contributor may not used to endorse or promote products
| derived from this software without specific prior written permission.
|
| THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
| "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
| LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
| A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
| CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
| EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
| PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
| PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
| LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
| NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
| SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
//////////////////////////////////////////////////////////////////////////
=====================================================================
Improving Open Source Face Detection by Combining an Adapted Cascade
Classification Pipeline and Active Learning
=====================================================================
by Puttemans Steven, Can Ergun and Toon Goedeme (KU Leuven, EAVISE, Belgium)
This model is the best performing IterativeHardPositives+ frontal face detection model
used in the research paper presented at VISAPP2017, Porto, Portugal.
RESEARCHERS:
If you are using the improved face detection model or involved ideas please cite
this paper (available at http://eavise.be/publications_lirias.php):
@InProceedings{PuttemansVISAPP2017,
author = "Puttemans Steven, Can Ergun and Toon Goedeme",
title = "Improving Open Source Face Detection by Combining an Adapted Cascade Classification Pipeline and Active Learning"
booktitle = "12th International Conference on Computer Vision Theory and Applications"
year = "2017",
month = "February"
}
COMMERCIAL:
If you have any commercial interest in this work please contact
steven.puttemans@kuleuven.be or toon.goedeme@kuleuven.be
-->
<opencv_storage>
<cascade>
<stageType>BOOST</stageType>
<featureType>LBP</featureType>
<height>45</height>
<width>45</width>
<stageParams>
<boostType>GAB</boostType>
<minHitRate>9.9500000476837158e-001</minHitRate>
<maxFalseAlarm>5.0000000000000000e-001</maxFalseAlarm>
<weightTrimRate>9.4999999999999996e-001</weightTrimRate>
<maxDepth>1</maxDepth>
<maxWeakCount>100</maxWeakCount></stageParams>
<featureParams>
<maxCatCount>256</maxCatCount>
<featSize>1</featSize></featureParams>
<stageNum>19</stageNum>
<stages>
<!-- stage 0 -->
<_>
<maxWeakCount>6</maxWeakCount>
<stageThreshold>-4.1617846488952637e+000</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 26 -1 -1 -17409 -1 -1 -1 -1 -1</internalNodes>
<leafValues>
-9.9726462364196777e-001 -3.8938775658607483e-001</leafValues></_>
<_>
<internalNodes>
0 -1 18 -1 -1 -21569 -20545 -1 -1 -20545 -1</internalNodes>
<leafValues>
-9.8648911714553833e-001 -2.5386649370193481e-001</leafValues></_>
<_>
<internalNodes>
0 -1 30 -21569 -16449 1006578219 -20801 -16449 -1 -21585 -1</internalNodes>
<leafValues>
-9.6436238288879395e-001 -1.4039695262908936e-001</leafValues></_>
<_>
<internalNodes>
0 -1 54 -1 -1 -16402 -4370 -1 -1 -1053010 -4456466</internalNodes>
<leafValues>
-8.4081345796585083e-001 3.8321062922477722e-001</leafValues></_>
<_>
<internalNodes>
0 -1 29 -184747280 -705314819 1326353 1364574079 -131073 -5
2147481147 -1</internalNodes>
<leafValues>
-8.1084597110748291e-001 4.3495711684226990e-001</leafValues></_>
<_>
<internalNodes>
0 -1 89 -142618625 -4097 -37269 -20933 872350430 -268476417
1207894255 2139032115</internalNodes>
<leafValues>
-7.3140043020248413e-001 4.3799084424972534e-001</leafValues></_></weakClassifiers></_>
<!-- stage 1 -->
<_>
<maxWeakCount>6</maxWeakCount>
<stageThreshold>-4.0652265548706055e+000</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 19 -1 -1 -17409 -1 -1 -1 -1 -1</internalNodes>
<leafValues>
-9.9727255105972290e-001 -7.2050148248672485e-001</leafValues></_>
<_>
<internalNodes>
0 -1 38 -1 1073741823 -1 -1 -1 -1 -1 -1</internalNodes>
<leafValues>
-9.8717331886291504e-001 -5.3031939268112183e-001</leafValues></_>
<_>
<internalNodes>
0 -1 28 -16385 -1 -21569 -20545 -1 -1 -21569 -1</internalNodes>
<leafValues>
-9.3442338705062866e-001 6.5213099122047424e-002</leafValues></_>
<_>
<internalNodes>
0 -1 112 -2097153 -1 -1 -1 -1 -8193 -1 -35467</internalNodes>
<leafValues>
-7.9567342996597290e-001 4.2883640527725220e-001</leafValues></_>
<_>
<internalNodes>
0 -1 48 -134239573 -16465 58663467 -1079022929 -1073758273
-81937 -8412501 -404766817</internalNodes>
<leafValues>
-7.1264797449111938e-001 4.1050794720649719e-001</leafValues></_>
<_>
<internalNodes>
0 -1 66 -17047555 -1099008003 2147479551 -1090584581 -69633
-1342177281 -1090650121 -1472692240</internalNodes>
<leafValues>
-7.6119172573089600e-001 4.2042696475982666e-001</leafValues></_></weakClassifiers></_>
<!-- stage 2 -->
<_>
<maxWeakCount>7</maxWeakCount>
<stageThreshold>-4.6904473304748535e+000</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 12 -1 -1 -17409 -1 -1 -1 -1 -1</internalNodes>
<leafValues>
-9.9725550413131714e-001 -8.3142280578613281e-001</leafValues></_>
<_>
<internalNodes>
0 -1 31 -1 -168429569 -1 -1 -1 -1 -1 -1</internalNodes>
<leafValues>
-9.8183268308639526e-001 -3.6373397707939148e-001</leafValues></_>
<_>
<internalNodes>
0 -1 38 -1 1073741759 -1 -1 -1 -1 -1 -1</internalNodes>
<leafValues>
-9.1890293359756470e-001 7.8322596848011017e-002</leafValues></_>
<_>
<internalNodes>
0 -1 27 -17409 -2097153 -134372726 -21873 -65 -536870913
-161109 -4215889</internalNodes>
<leafValues>
-8.0752444267272949e-001 1.9565649330615997e-001</leafValues></_>
<_>
<internalNodes>
0 -1 46 -469779457 -286371842 -33619971 -212993 -1 -41943049
-134217731 -1346863620</internalNodes>
<leafValues>
-6.9232726097106934e-001 3.8141927123069763e-001</leafValues></_>
<_>
<internalNodes>
0 -1 125 -1896950780 -1964839052 -9 707723004 -34078727
-1074266122 -536872969 -262145</internalNodes>
<leafValues>
-8.1760478019714355e-001 3.4172961115837097e-001</leafValues></_>
<_>
<internalNodes>
0 -1 80 -402657501 654311423 -419533278 -452984853
1979676215 -1208090625 -167772569 -524289</internalNodes>
<leafValues>
-6.3433408737182617e-001 4.3154156208038330e-001</leafValues></_></weakClassifiers></_>
<!-- stage 3 -->
<_>
<maxWeakCount>8</maxWeakCount>
<stageThreshold>-4.2590322494506836e+000</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 42 -1 -655361 -1 -1 -1 -1 -1 -1</internalNodes>
<leafValues>
-9.9715477228164673e-001 -8.6178696155548096e-001</leafValues></_>
<_>
<internalNodes>
0 -1 40 -1 -705300491 -1 -1 -1 -1 -1 -1</internalNodes>
<leafValues>
-9.8356908559799194e-001 -5.7423096895217896e-001</leafValues></_>
<_>
<internalNodes>
0 -1 43 -65 872413111 -2049 -1 -1 -1 -1 -1</internalNodes>
<leafValues>
-9.2525935173034668e-001 -1.3835857808589935e-001</leafValues></_>
<_>
<internalNodes>
0 -1 111 -1 -5242881 -1 -524289 -4194305 -1 -1 -43148</internalNodes>
<leafValues>
-7.8076487779617310e-001 1.8362471461296082e-001</leafValues></_>
<_>
<internalNodes>
0 -1 25 -145227841 868203194 -1627394049 935050171
2147483647 1006600191 -268439637 1002437615</internalNodes>
<leafValues>
-7.2554033994674683e-001 3.3393219113349915e-001</leafValues></_>
<_>
<internalNodes>
0 -1 116 -214961408 50592514 -2128 1072162674 -1077940293
-1084489966 -134219854 -1074790401</internalNodes>
<leafValues>
-6.1547595262527466e-001 3.9214438199996948e-001</leafValues></_>
<_>
<internalNodes>
0 -1 3 -294987948 -1124421633 -73729 -268435841 -33654928
2122317823 -268599297 -33554945</internalNodes>
<leafValues>
-6.4863425493240356e-001 3.8784855604171753e-001</leafValues></_>
<_>
<internalNodes>
0 -1 22 -525585 -26738821 -17895690 1123482236 1996455758
-8519849 -252182980 -461898753</internalNodes>
<leafValues>
-5.5464369058609009e-001 4.4275921583175659e-001</leafValues></_></weakClassifiers></_>
<!-- stage 4 -->
<_>
<maxWeakCount>8</maxWeakCount>
<stageThreshold>-4.0009465217590332e+000</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 82 -1 -1 -1 -1 -33685505 -1 -1 -1</internalNodes>
<leafValues>
-9.9707120656967163e-001 -8.9196771383285522e-001</leafValues></_>
<_>
<internalNodes>
0 -1 84 -1 -1 -1 -1 2147446783 -1 -1 -1</internalNodes>
<leafValues>
-9.8670446872711182e-001 -7.5064390897750854e-001</leafValues></_>
<_>
<internalNodes>
0 -1 79 -1 -1 -262145 -1 -252379137 -1 -1 -1</internalNodes>
<leafValues>
-8.9446705579757690e-001 7.0268943905830383e-002</leafValues></_>
<_>
<internalNodes>
0 -1 61 -1 -8201 -1 -2097153 -16777217 -513 -16777217
-1162149889</internalNodes>
<leafValues>
-7.2166109085083008e-001 2.9786801338195801e-001</leafValues></_>
<_>
<internalNodes>
0 -1 30 -21569 -1069121 1006578211 -134238545 -16450
-268599297 -21617 -14680097</internalNodes>
<leafValues>
-6.2449234724044800e-001 3.8551881909370422e-001</leafValues></_>
<_>
<internalNodes>
0 -1 75 -268701913 -1999962377 1995165474 -453316822
1744684853 -2063597697 -134226057 -50336769</internalNodes>
<leafValues>
-5.5207914113998413e-001 4.2211884260177612e-001</leafValues></_>
<_>
<internalNodes>
0 -1 21 -352321825 -526489 -420020626 -486605074 1155483470
-110104705 -587840772 -25428801</internalNodes>
<leafValues>
-5.3324747085571289e-001 4.4535955786705017e-001</leafValues></_>
<_>
<internalNodes>
0 -1 103 70270772 2012790229 -16810020 -245764 -1208090635
-753667 -1073741828 -1363662420</internalNodes>
<leafValues>
-6.4402890205383301e-001 3.8995954394340515e-001</leafValues></_></weakClassifiers></_>
<!-- stage 5 -->
<_>
<maxWeakCount>8</maxWeakCount>
<stageThreshold>-4.6897511482238770e+000</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 97 -1 -1 -1 -1 -524289 -524289 -1 -1</internalNodes>
<leafValues>
-9.9684870243072510e-001 -8.8232177495956421e-001</leafValues></_>
<_>
<internalNodes>
0 -1 84 -1 -1 -1 -1 2147438591 -1 -1 -1</internalNodes>
<leafValues>
-9.8677414655685425e-001 -7.8965580463409424e-001</leafValues></_>
<_>
<internalNodes>
0 -1 113 -1 -1 -1 -1 -1048577 -262149 -1048577 -35339</internalNodes>
<leafValues>
-9.2621946334838867e-001 -2.9984828829765320e-001</leafValues></_>
<_>
<internalNodes>
0 -1 33 -2249 867434291 -32769 -33562753 -1 -1073758209
-4165 -1</internalNodes>
<leafValues>
-7.2429555654525757e-001 2.2348840534687042e-001</leafValues></_>
<_>
<internalNodes>
0 -1 98 1659068671 -142606337 587132538 -67108993 577718271
-294921 -134479873 -129</internalNodes>
<leafValues>
-5.5495566129684448e-001 3.5419258475303650e-001</leafValues></_>
<_>
<internalNodes>
0 -1 100 -268441813 788267007 -286265494 -486576145 -8920251
2138505075 -151652570 -2050</internalNodes>
<leafValues>
-5.3362584114074707e-001 3.9479774236679077e-001</leafValues></_>
<_>
<internalNodes>
0 -1 51 -1368387212 -537102978 -98305 -163843 1065109500
-16777217 -67321939 -1141359619</internalNodes>
<leafValues>
-5.6162708997726440e-001 3.8008108735084534e-001</leafValues></_>
<_>
<internalNodes>
0 -1 127 -268435550 1781120906 -251658720 -143130698
-1048605 -1887436825 1979700688 -1008730125</internalNodes>
<leafValues>
-5.1167154312133789e-001 4.0678605437278748e-001</leafValues></_></weakClassifiers></_>
<!-- stage 6 -->
<_>
<maxWeakCount>10</maxWeakCount>
<stageThreshold>-4.2179841995239258e+000</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 97 -1 -1 -1 -1 -524289 -524289 -1 -1</internalNodes>
<leafValues>
-9.9685418605804443e-001 -8.8037383556365967e-001</leafValues></_>
<_>
<internalNodes>
0 -1 90 -1 -1 -1 -1 -8912897 -524297 -8912897 -1</internalNodes>
<leafValues>
-9.7972750663757324e-001 -5.7626229524612427e-001</leafValues></_>
<_>
<internalNodes>
0 -1 96 -1 -1 -1 -1 -1 -65 -1 -2249</internalNodes>
<leafValues>
-9.0239793062210083e-001 -1.7454113066196442e-001</leafValues></_>
<_>
<internalNodes>
0 -1 71 -1 -4097 -1 -513 -16777217 -268468483 -16797697
-1430589697</internalNodes>
<leafValues>
-7.4346423149108887e-001 9.4165161252021790e-002</leafValues></_>
<_>
<internalNodes>
0 -1 37 1364588304 -581845274 -536936460 -3 -308936705
-1074331649 -4196865 -134225953</internalNodes>
<leafValues>
-6.8877440690994263e-001 2.7647304534912109e-001</leafValues></_>
<_>
<internalNodes>
0 -1 117 -37765187 -540675 -3 -327753 -1082458115 -65537
1071611901 536827253</internalNodes>
<leafValues>
-5.7555085420608521e-001 3.4339720010757446e-001</leafValues></_>
<_>
<internalNodes>
0 -1 85 -269490650 -1561395522 -1343312090 -857083986
-1073750223 -369098755 -50856110 -2065</internalNodes>
<leafValues>
-5.4036927223205566e-001 4.0065473318099976e-001</leafValues></_>
<_>
<internalNodes>
0 -1 4 -425668880 -34427164 1879048177 -269570140 790740912
-196740 2138535839 -536918145</internalNodes>
<leafValues>
-4.8439365625381470e-001 4.4630467891693115e-001</leafValues></_>
<_>
<internalNodes>
0 -1 92 74726960 -1246482434 -1 -246017 -1078607916
-1073947163 -1644231687 -1359211496</internalNodes>
<leafValues>
-5.6686979532241821e-001 3.6671569943428040e-001</leafValues></_>
<_>
<internalNodes>
0 -1 11 -135274809 -1158173459 -353176850 540195262
2139086600 2071977814 -546898600 -96272673</internalNodes>
<leafValues>
-5.1499199867248535e-001 4.0788397192955017e-001</leafValues></_></weakClassifiers></_>
<!-- stage 7 -->
<_>
<maxWeakCount>9</maxWeakCount>
<stageThreshold>-4.0345416069030762e+000</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 78 -1 -1 -1 -1 -8912897 -1 -8912897 -1</internalNodes>
<leafValues>
-9.9573624134063721e-001 -8.5452395677566528e-001</leafValues></_>
<_>
<internalNodes>
0 -1 93 -1 -1 -1 -1 -148635649 -524297 -8912897 -1</internalNodes>
<leafValues>
-9.7307401895523071e-001 -5.2884924411773682e-001</leafValues></_>
<_>
<internalNodes>
0 -1 77 -1 -8209 -1 -257 -772734977 -1 -201850881 -1</internalNodes>
<leafValues>
-8.6225658655166626e-001 4.3712578713893890e-002</leafValues></_>
<_>
<internalNodes>
0 -1 68 -570427393 -16649 -69633 -131073 -536944677 -1 -8737
-1435828225</internalNodes>
<leafValues>
-6.8078064918518066e-001 2.5120577216148376e-001</leafValues></_>
<_>
<internalNodes>
0 -1 50 -1179697 -34082849 -3278356 -37429266 -1048578
-555753474 -1015551096 -37489685</internalNodes>
<leafValues>
-6.1699724197387695e-001 3.0963841080665588e-001</leafValues></_>
<_>
<internalNodes>
0 -1 129 -1931606992 -17548804 -16842753 -1075021827
1073667572 -81921 -1611073620 -1415047752</internalNodes>
<leafValues>
-6.0499197244644165e-001 3.0735063552856445e-001</leafValues></_>
<_>
<internalNodes>
0 -1 136 -269754813 1761591286 -1073811523 2130378623 -17580
-1082294665 -159514800 -1026883840</internalNodes>
<leafValues>
-5.6772041320800781e-001 3.5023149847984314e-001</leafValues></_>
<_>
<internalNodes>
0 -1 65 2016561683 1528827871 -10258447 960184191 125476830
-8511618 -1078239365 187648611</internalNodes>
<leafValues>
-5.5894804000854492e-001 3.4856522083282471e-001</leafValues></_>
<_>
<internalNodes>
0 -1 13 -207423502 -333902 2013200231 -202348848 1042454451
-16393 1073117139 2004162321</internalNodes>
<leafValues>
-5.7197356224060059e-001 3.2818377017974854e-001</leafValues></_></weakClassifiers></_>
<!-- stage 8 -->
<_>
<maxWeakCount>9</maxWeakCount>
<stageThreshold>-3.4892759323120117e+000</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 78 -1 -1 -1 -1 -8912897 -1 -8912897 -1</internalNodes>
<leafValues>
-9.8917990922927856e-001 -7.3812037706375122e-001</leafValues></_>
<_>
<internalNodes>
0 -1 93 -1 -1 -1 -1 -148635649 -524297 -8912897 -1</internalNodes>
<leafValues>
-9.3414896726608276e-001 -2.6945295929908752e-001</leafValues></_>
<_>
<internalNodes>
0 -1 83 -1 -524289 -1 -1048577 1879011071 -32769 -524289
-3178753</internalNodes>
<leafValues>
-7.6891708374023438e-001 5.2568886429071426e-002</leafValues></_>
<_>
<internalNodes>
0 -1 9 -352329729 -17891329 -16810117 -486871042 -688128841
-1358954675 -16777218 -219217968</internalNodes>
<leafValues>
-6.2337344884872437e-001 2.5143685936927795e-001</leafValues></_>
<_>
<internalNodes>
0 -1 130 -2157 -1548812374 -1343233440 -418381854 -953155613
-836960513 -713571200 -709888014</internalNodes>
<leafValues>
-4.7277018427848816e-001 3.9616456627845764e-001</leafValues></_>
<_>
<internalNodes>
0 -1 121 -1094717701 -67240065 -65857 -32899 -5783756
-136446081 -134285352 -2003298884</internalNodes>
<leafValues>
-5.1766264438629150e-001 3.5814732313156128e-001</leafValues></_>
<_>
<internalNodes>
0 -1 23 -218830160 -119671186 5505075 1241491391 -1594469
-2097185 2004828075 -67649541</internalNodes>
<leafValues>
-6.5394639968872070e-001 3.0377501249313354e-001</leafValues></_>
<_>
<internalNodes>
0 -1 115 -551814749 2099511088 -1090732551 -2045546512
-1086341441 1059848178 800042912 252705994</internalNodes>
<leafValues>
-5.2584588527679443e-001 3.3847147226333618e-001</leafValues></_>
<_>
<internalNodes>
0 -1 99 -272651477 578776766 -285233490 -889225217
2147448656 377454463 2012701952 -68157761</internalNodes>
<leafValues>
-6.1836904287338257e-001 2.8922611474990845e-001</leafValues></_></weakClassifiers></_>
<!-- stage 9 -->
<_>
<maxWeakCount>9</maxWeakCount>
<stageThreshold>-3.0220029354095459e+000</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 36 -1 -570425345 -1 -570425345 -1 -50331649 -6291457 -1</internalNodes>
<leafValues>
-9.7703826427459717e-001 -6.2527233362197876e-001</leafValues></_>
<_>
<internalNodes>
0 -1 124 -1430602241 -33619969 -1 -3 -1074003969 -1073758209
-1073741825 -1073768705</internalNodes>
<leafValues>
-8.9538317918777466e-001 -3.1887885928153992e-001</leafValues></_>
<_>
<internalNodes>
0 -1 88 -1 -268439625 -65601 -268439569 -393809 -270532609
-42076889 -288361721</internalNodes>
<leafValues>
-6.8733429908752441e-001 1.2978810071945190e-001</leafValues></_>
<_>
<internalNodes>
0 -1 132 -755049252 2042563807 1795096575 465121071
-1090585188 -20609 -1459691784 539672495</internalNodes>
<leafValues>
-5.7038843631744385e-001 3.0220884084701538e-001</leafValues></_>
<_>
<internalNodes>
0 -1 20 -94377762 -25702678 1694167798 -231224662 1079955016
-346144140 2029995743 -536918961</internalNodes>
<leafValues>
-5.3204691410064697e-001 3.4054222702980042e-001</leafValues></_>
<_>
<internalNodes>
0 -1 47 2143026943 -285278225 -3 -612438281 -16403 -131074
-1 -1430749256</internalNodes>
<leafValues>
-4.6176829934120178e-001 4.1114711761474609e-001</leafValues></_>
<_>
<internalNodes>
0 -1 74 203424336 -25378820 -35667973 1073360894 -1912815660
-573444 -356583491 -1365235056</internalNodes>
<leafValues>
-4.9911966919898987e-001 3.5335537791252136e-001</leafValues></_>
<_>
<internalNodes>
0 -1 6 -1056773 -1508430 -558153 -102747408 2133997491
-269043865 2004842231 -8947721</internalNodes>
<leafValues>
-4.0219521522521973e-001 4.3947893381118774e-001</leafValues></_>
<_>
<internalNodes>
0 -1 70 -880809694 -1070282769 -1363162108 -838881281
-680395161 -2064124929 -34244753 1173880701</internalNodes>
<leafValues>
-5.3891533613204956e-001 3.2062566280364990e-001</leafValues></_></weakClassifiers></_>
<!-- stage 10 -->
<_>
<maxWeakCount>8</maxWeakCount>
<stageThreshold>-2.5489892959594727e+000</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 39 -1 -572522497 -8519681 -570425345 -4195329 -50333249
-1 -1</internalNodes>
<leafValues>
-9.4647216796875000e-001 -3.3662387728691101e-001</leafValues></_>
<_>
<internalNodes>
0 -1 124 -1430735362 -33619971 -8201 -3 -1677983745
-1073762817 -1074003969 -1142979329</internalNodes>
<leafValues>
-8.0300611257553101e-001 -3.8466516882181168e-002</leafValues></_>
<_>
<internalNodes>
0 -1 91 -67113217 -524289 -671482265 -786461 1677132031
-268473345 -68005889 -70291765</internalNodes>
<leafValues>
-5.8367580175399780e-001 2.6507318019866943e-001</leafValues></_>
<_>
<internalNodes>
0 -1 17 -277872641 -553910292 -268435458 -16843010
1542420439 -1342178311 -143132940 -2834</internalNodes>
<leafValues>
-4.6897178888320923e-001 3.7864661216735840e-001</leafValues></_>
<_>
<internalNodes>
0 -1 137 -1312789 -290527285 -286326862 -5505280 -1712335966
-2045979188 1165423617 -709363723</internalNodes>
<leafValues>
-4.6382644772529602e-001 3.6114525794982910e-001</leafValues></_>
<_>
<internalNodes>
0 -1 106 1355856590 -109445156 -96665606 2066939898
1356084692 1549031917 -30146561 -16581701</internalNodes>
<leafValues>
-6.3095021247863770e-001 2.9294869303703308e-001</leafValues></_>
<_>
<internalNodes>
0 -1 104 -335555328 118529 1860167712 -810680357 -33558656
-1368391795 -402663552 -1343225921</internalNodes>
<leafValues>
-5.9658926725387573e-001 2.7228885889053345e-001</leafValues></_>
<_>
<internalNodes>
0 -1 76 217581168 -538349634 1062631419 1039868926
-1090707460 -2228359 -1078042693 -1147128518</internalNodes>
<leafValues>
-4.5812287926673889e-001 3.7063929438591003e-001</leafValues></_></weakClassifiers></_>
<!-- stage 11 -->
<_>
<maxWeakCount>9</maxWeakCount>
<stageThreshold>-2.5802578926086426e+000</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 35 -513 -706873891 -270541825 1564475391 -120602625
-118490145 -3162113 -1025</internalNodes>
<leafValues>
-8.9068460464477539e-001 -1.6470588743686676e-001</leafValues></_>
<_>
<internalNodes>
0 -1 41 -1025 872144563 -2105361 -1078076417 -1048577
-1145061461 -87557413 -1375993973</internalNodes>
<leafValues>
-7.1808964014053345e-001 2.2022204473614693e-002</leafValues></_>
<_>
<internalNodes>
0 -1 95 -42467849 967946223 -811601986 1030598351
-1212430676 270856533 -1392539508 147705039</internalNodes>
<leafValues>
-4.9424821138381958e-001 3.0048963427543640e-001</leafValues></_>
<_>
<internalNodes>
0 -1 10 -218116370 -637284625 -87373174 -521998782
-805355450 -615023745 -814267322 -12069282</internalNodes>
<leafValues>
-5.5306458473205566e-001 2.9137542843818665e-001</leafValues></_>
<_>
<internalNodes>
0 -1 105 -275849241 -527897 -11052049 -69756067 -15794193
-1141376839 -564771 -287095455</internalNodes>
<leafValues>
-4.6759819984436035e-001 3.6638516187667847e-001</leafValues></_>
<_>
<internalNodes>
0 -1 24 -1900898096 -18985228 -44056577 -24675 -1074880639
-283998 796335613 -1079041957</internalNodes>
<leafValues>
-4.2737138271331787e-001 3.9243003726005554e-001</leafValues></_>
<_>
<internalNodes>
0 -1 139 -555790844 410735094 -32106513 406822863 -897632192
-912830145 -117771560 -1204027649</internalNodes>
<leafValues>
-4.1896930336952209e-001 3.6744937300682068e-001</leafValues></_>
<_>
<internalNodes>
0 -1 0 -1884822366 -1406613148 1135342180 -1979127580
-68174862 246469804 1001386992 -708885872</internalNodes>
<leafValues>
-5.7093089818954468e-001 2.9880744218826294e-001</leafValues></_>
<_>
<internalNodes>
0 -1 45 -469053950 1439068142 2117758841 2004671078
207931006 1265321675 970353931 1541343047</internalNodes>
<leafValues>
-6.0491901636123657e-001 2.4652053415775299e-001</leafValues></_></weakClassifiers></_>
<!-- stage 12 -->
<_>
<maxWeakCount>9</maxWeakCount>
<stageThreshold>-2.2425732612609863e+000</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 58 1481987157 282547485 -14952129 421131223 -391065352
-24212488 -100094241 -1157907473</internalNodes>
<leafValues>
-8.2822084426879883e-001 -2.1619293093681335e-001</leafValues></_>
<_>
<internalNodes>
0 -1 126 -134217889 -543174305 -75497474 -16851650 -6685738
-75834693 -2097200 -262146</internalNodes>
<leafValues>
-5.4628932476043701e-001 2.7662658691406250e-001</leafValues></_>
<_>
<internalNodes>
0 -1 133 -220728227 -604288517 -661662214 413104863
-627323700 -251915415 -626200872 -1157958657</internalNodes>
<leafValues>
-4.1643124818801880e-001 4.1700571775436401e-001</leafValues></_>
<_>
<internalNodes>
0 -1 2 -186664033 -44236961 -1630262774 -65163606 -103237330
-3083265 -1003729 2053105955</internalNodes>
<leafValues>
-5.4847818613052368e-001 2.9710745811462402e-001</leafValues></_>
<_>
<internalNodes>
0 -1 62 -256115886 -237611873 -620250696 387061799
1437882671 274878849 -8684449 1494294023</internalNodes>
<leafValues>
-4.6202757954597473e-001 3.3915829658508301e-001</leafValues></_>
<_>
<internalNodes>
0 -1 1 -309400577 -275864640 -1056864869 1737132756
-272385089 1609671419 1740601343 1261376789</internalNodes>
<leafValues>
-4.6158722043037415e-001 3.3939516544342041e-001</leafValues></_>
<_>
<internalNodes>
0 -1 102 818197248 -196324552 286970589 -573270699
-1174099579 -662077381 -1165157895 -1626859296</internalNodes>
<leafValues>
-4.6193107962608337e-001 3.2456985116004944e-001</leafValues></_>
<_>
<internalNodes>
0 -1 69 -1042550357 14675409 1367955200 -841482753
1642443255 8774277 1941304147 1099949563</internalNodes>
<leafValues>
-4.9091196060180664e-001 3.3870378136634827e-001</leafValues></_>
<_>
<internalNodes>
0 -1 72 -639654997 1375720439 -2129542805 1614801090
-626787937 -5779294 1488699183 -525406458</internalNodes>
<leafValues>
-4.9073097109794617e-001 3.0637946724891663e-001</leafValues></_></weakClassifiers></_>
<!-- stage 13 -->
<_>
<maxWeakCount>9</maxWeakCount>
<stageThreshold>-1.2258235216140747e+000</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 118 302046707 -16744240 1360106207 -543735387
1025700851 -1079408512 1796961263 -6334981</internalNodes>
<leafValues>
-6.1358314752578735e-001 2.3539231717586517e-001</leafValues></_>
<_>
<internalNodes>
0 -1 5 -144765953 -116448726 -653851877 1934829856 722021887
856564834 1933919231 -540838029</internalNodes>
<leafValues>
-5.1209545135498047e-001 3.2506987452507019e-001</leafValues></_>
<_>
<internalNodes>
0 -1 140 -170132825 -1438923874 1879300370 -1689337194
-695606496 285911565 -1044188928 -154210028</internalNodes>
<leafValues>
-5.1769560575485229e-001 3.2290914654731750e-001</leafValues></_>
<_>
<internalNodes>
0 -1 131 -140776261 -355516414 822178224 -1039743806
-1012208926 134887424 1438876097 -908591660</internalNodes>
<leafValues>
-5.0321841239929199e-001 3.0263835191726685e-001</leafValues></_>
<_>
<internalNodes>
0 -1 64 -2137211696 -1634281249 1464325973 498569935
-1580152080 -2001687927 721783561 265096035</internalNodes>
<leafValues>
-4.6532225608825684e-001 3.4638473391532898e-001</leafValues></_>
<_>
<internalNodes>
0 -1 101 -255073589 -211824417 -972195129 -1063415417
1937994261 1363165220 -754733105 1967602541</internalNodes>
<leafValues>
-4.9611270427703857e-001 3.3260712027549744e-001</leafValues></_>
<_>
<internalNodes>
0 -1 81 -548146862 -655567194 -2062466596 1164562721
416408236 -1591631712 -83637777 975344427</internalNodes>
<leafValues>
-4.9862930178642273e-001 3.2003280520439148e-001</leafValues></_>
<_>
<internalNodes>
0 -1 55 -731904652 2147179896 2147442687 2112830847 -65604
-131073 -42139667 -1074907393</internalNodes>
<leafValues>
-3.6636069416999817e-001 4.5651626586914063e-001</leafValues></_>
<_>
<internalNodes>
0 -1 67 1885036886 571985932 -1784930633 724431327
1940422257 -1085746880 964888398 731867951</internalNodes>
<leafValues>
-5.2619713544845581e-001 3.2635414600372314e-001</leafValues></_></weakClassifiers></_>
<!-- stage 14 -->
<_>
<maxWeakCount>9</maxWeakCount>
<stageThreshold>-1.3604533672332764e+000</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 8 -287609985 -965585953 -2146397793 -492129894
-729029645 -544619901 -645693256 -6565484</internalNodes>
<leafValues>
-4.5212322473526001e-001 3.8910505175590515e-001</leafValues></_>
<_>
<internalNodes>
0 -1 122 -102903523 -145031013 536899675 688195859
-645291520 -1165359094 -905565928 171608223</internalNodes>
<leafValues>
-4.9594074487686157e-001 3.4109055995941162e-001</leafValues></_>
<_>
<internalNodes>
0 -1 134 -790640459 487931983 1778450522 1036604041
-904752984 -954040118 -2134707506 304866043</internalNodes>
<leafValues>
-4.1148442029953003e-001 3.9666590094566345e-001</leafValues></_>
<_>
<internalNodes>
0 -1 141 -303829117 1726939070 922189815 -827983123
1567883042 1324809852 292710260 -942678754</internalNodes>
<leafValues>
-3.5154473781585693e-001 4.8011952638626099e-001</leafValues></_>
<_>
<internalNodes>
0 -1 59 -161295376 -159215460 -1858041315 2140644499
-2009065472 -133804007 -2003265301 1263206851</internalNodes>
<leafValues>
-4.2808216810226440e-001 3.9841541647911072e-001</leafValues></_>
<_>
<internalNodes>
0 -1 34 -264248081 -667846464 1342624856 1381160835
-2104716852 1342865409 -266612310 -165954877</internalNodes>
<leafValues>
-4.3293288350105286e-001 4.0339657664299011e-001</leafValues></_>
<_>
<internalNodes>
0 -1 32 -1600388464 -40369901 285344639 1394344275
-255680312 -100532214 -1031663944 -7471079</internalNodes>
<leafValues>
-4.1385015845298767e-001 4.5087572932243347e-001</leafValues></_>
<_>
<internalNodes>
0 -1 15 1368521651 280207469 35779199 -105983261 1208124819
-565870452 -1144024288 -591535344</internalNodes>
<leafValues>
-4.2956474423408508e-001 4.2176279425621033e-001</leafValues></_>
<_>
<internalNodes>
0 -1 109 1623607527 -661513115 -1073217263 -2142994420
-1339883309 -89816956 436308899 1426178059</internalNodes>
<leafValues>
-4.7764992713928223e-001 3.7551075220108032e-001</leafValues></_></weakClassifiers></_>
<!-- stage 15 -->
<_>
<maxWeakCount>9</maxWeakCount>
<stageThreshold>-4.2518746852874756e-001</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 135 -116728032 -1154420809 -1350582273 746061691
-1073758277 2138570623 2113797566 -138674182</internalNodes>
<leafValues>
-1.7125381529331207e-001 6.5421247482299805e-001</leafValues></_>
<_>
<internalNodes>
0 -1 63 -453112432 -1795354691 -1342242964 494112553
209458404 -2114697500 1316830362 259213855</internalNodes>
<leafValues>
-3.9870172739028931e-001 4.5807033777236938e-001</leafValues></_>
<_>
<internalNodes>
0 -1 52 -268172036 294715533 268575185 486785157 -1065303920
-360185856 -2147476808 134777113</internalNodes>
<leafValues>
-5.3581339120864868e-001 3.5815808176994324e-001</leafValues></_>
<_>
<internalNodes>
0 -1 86 -301996882 -345718921 1877946252 -940720129
-58737369 -721944585 -92954835 -530449</internalNodes>
<leafValues>
-3.9938014745712280e-001 4.9603295326232910e-001</leafValues></_>
<_>
<internalNodes>
0 -1 14 -853281886 -756895766 2130706352 -9519120
-1921059862 394133373 2138453959 -538200841</internalNodes>
<leafValues>
-4.0230083465576172e-001 4.9537116289138794e-001</leafValues></_>
<_>
<internalNodes>
0 -1 128 -2133448688 -641138493 1078022185 294060066
-327122776 -2130640896 -2147466247 -1910634326</internalNodes>
<leafValues>
-5.8290809392929077e-001 3.4102553129196167e-001</leafValues></_>
<_>
<internalNodes>
0 -1 53 587265978 -2071658479 1108361221 -578448765
-1811905899 -2008965119 33900729 762301595</internalNodes>
<leafValues>
-4.5518967509269714e-001 4.7242793440818787e-001</leafValues></_>
<_>
<internalNodes>
0 -1 138 -1022189373 -2139094976 16658 -1069445120
-1073555454 -1073577856 1096068 -978351488</internalNodes>
<leafValues>
-4.7530207037925720e-001 4.3885371088981628e-001</leafValues></_>
<_>
<internalNodes>
0 -1 7 -395352441 -1073541103 -1056964605 1053186 269111298
-2012184576 1611208714 -360415095</internalNodes>
<leafValues>
-5.0448113679885864e-001 4.1588482260704041e-001</leafValues></_></weakClassifiers></_>
<!-- stage 16 -->
<_>
<maxWeakCount>7</maxWeakCount>
<stageThreshold>2.7163455262780190e-002</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 49 783189748 -137429026 -257 709557994 2130460236
-196611 -9580 585428708</internalNodes>
<leafValues>
-2.0454545319080353e-001 7.9608374834060669e-001</leafValues></_>
<_>
<internalNodes>
0 -1 108 1284360448 1057423155 1592696573 -852672655
1547382714 -1642594369 125705358 797134398</internalNodes>
<leafValues>
-3.6474677920341492e-001 6.0925579071044922e-001</leafValues></_>
<_>
<internalNodes>
0 -1 94 1347680270 -527720448 1091567712 1073745933
-1073180671 0 285745154 -511192438</internalNodes>
<leafValues>
-4.6406838297843933e-001 5.5626088380813599e-001</leafValues></_>
<_>
<internalNodes>
0 -1 73 1705780944 -145486260 -115909 -281793505 -418072663
-1681064068 1877454127 -1912330993</internalNodes>
<leafValues>
-4.7043186426162720e-001 5.8430361747741699e-001</leafValues></_>
<_>
<internalNodes>
0 -1 110 -2118142016 339509033 -285260567 1417764573
68144392 -468879483 -2033291636 231451911</internalNodes>
<leafValues>
-4.8700931668281555e-001 5.4639810323715210e-001</leafValues></_>
<_>
<internalNodes>
0 -1 119 -1888051818 489996135 -65539 849536890 2146716845
-1107542088 -1275615746 -1119617586</internalNodes>
<leafValues>
-4.3356490135192871e-001 6.5175366401672363e-001</leafValues></_>
<_>
<internalNodes>
0 -1 44 -1879021438 336830528 1073766659 1477541961 8560696
-1207369568 8462472 1493893448</internalNodes>
<leafValues>
-5.4343086481094360e-001 5.2777874469757080e-001</leafValues></_></weakClassifiers></_>
<!-- stage 17 -->
<_>
<maxWeakCount>7</maxWeakCount>
<stageThreshold>4.9174150824546814e-001</stageThreshold>
<weakClassifiers>
<_>
<internalNodes>
0 -1 57 644098 15758324 1995964260 -463011882 893285175
83156983 2004317989 16021237</internalNodes>
<leafValues>
-1.7073170840740204e-001 9.0782123804092407e-001</leafValues></_>
<_>
<internalNodes>
0 -1 123 268632845 -2147450864 -2143240192 -2147401728
8523937 -1878523840 16777416 616824984</internalNodes>
<leafValues>
-4.8744434118270874e-001 7.3311311006546021e-001</leafValues></_>
<_>
<internalNodes>
0 -1 120 -2110735872 803880886 989739810 1673281312 91564930
-277454958 997709514 -581366443</internalNodes>