added validation tests

This commit is contained in:
Nickiel12 2023-10-09 18:11:00 -07:00
parent 841b34c339
commit d040135d02
8 changed files with 5468 additions and 8 deletions

15
Main.py
View file

@ -1,7 +1,5 @@
import cv2
import numpy as np
import argparse
import sys
import time
import os
import datetime
@ -36,6 +34,9 @@ def init_argparse() -> argparse.ArgumentParser:
parser.add_argument(
"-t", "--training-data", action='store_true', help="When set, saves successful face-location images and coordinates to use for future training data"
)
parser.add_argument(
'--validate', action="store_true", help="if set, outputs frame_count and box coords for located faces for future validation"
)
return parser
multiplication_factor = 0.05
@ -82,7 +83,7 @@ if args.file:
cap = cv2.VideoCapture(args.file)
else:
cap = cv2.VideoCapture(0, cv2.IMREAD_GRAYSCALE) # instead of grayscale you can also use -1, 0, or 1.
faceCascade = cv2.CascadeClassifier(r"./cascades/cascade_10.xml") # CHECK THIS FIRST TROUBLE SHOOTING
faceCascade = cv2.CascadeClassifier(r"./cascades/cascade_5.xml") # CHECK THIS FIRST TROUBLE SHOOTING
datestamp = "{:%Y_%m_%d %H_%M_%S}".format(datetime.datetime.now())
output_dir = r"./output/" + datestamp + r"/"
@ -96,6 +97,8 @@ if args.training_data:
tmp, frm = cap.read()
height, width, channels = frm.shape
frame_count = 0
start_timestamp = time.strftime("%Y%m%d-%H%M%S")
# print(f"{height*.25}, {width}")
del tmp, frm
#Color is 1, grayscale is 0, and the unchanged is -1
@ -121,6 +124,10 @@ while(True):
fd.write(f"frame_{frame_name}.jpg, {x}, {y}, {w}, {h}\n")
cv2.imwrite(output_dir + f"frame_{frame_name}.jpg", frame)
if args.validate:
with open(f"./validation/{start_timestamp}-validation.txt", 'a') as output_validation_file:
output_validation_file.write(f"{frame_count}, {x}, {y}, {x+w}, {y+h}\n")
faces_found += 1
adjustment_required = get_adjustment_amount([width, height], x, y, w, h)
cv2.rectangle(frame, (x, y), (x+w, y+h), (255, 255, 255))
@ -138,5 +145,7 @@ while(True):
if cv2.waitKey(1) & 0xFF == ord('q'):
break
frame_count += 1
draw_dashboard(keep_stat_line=True)
cap.release()

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123, 783, 193, 1104, 424
124, 783, 193, 1104, 424
124, 775, 356, 1164, 636
125, 783, 193, 1104, 424
125, 775, 356, 1164, 636
126, 783, 193, 1104, 424
126, 775, 356, 1164, 636
127, 775, 356, 1164, 636
128, 783, 193, 1104, 424
134, 451, 207, 1006, 606
139, 453, 197, 1045, 623
212, 937, 209, 1399, 542
213, 921, 197, 1429, 563
214, 937, 209, 1445, 575
215, 936, 196, 1454, 569
217, 942, 194, 1466, 571
218, 924, 181, 1484, 584
220, 963, 206, 1503, 595
222, 951, 204, 1491, 592
225, 968, 194, 1508, 582
226, 975, 216, 1534, 618
227, 969, 200, 1524, 599
228, 960, 203, 1543, 622
230, 945, 187, 1537, 613
232, 976, 194, 1568, 620
233, 965, 203, 1575, 642
234, 945, 133, 1598, 603
235, 913, 156, 1612, 659
236, 910, 138, 1629, 655
237, 941, 160, 1607, 639
238, 1000, 171, 1596, 600
240, 1044, 193, 1604, 595
241, 1073, 184, 1632, 586
243, 994, 177, 1660, 656
244, 1064, 187, 1640, 601
255, 1185, 208, 1709, 585
279, 1175, 185, 1735, 587
280, 1191, 174, 1715, 551
285, 1156, 186, 1680, 563
286, 1180, 188, 1673, 543
287, 1176, 187, 1641, 522
292, 1105, 179, 1666, 583
295, 1126, 176, 1619, 531
296, 1143, 158, 1610, 494
297, 1141, 152, 1607, 488
298, 1118, 172, 1603, 522
299, 1112, 162, 1611, 521
300, 1108, 174, 1593, 524
301, 1099, 158, 1596, 516
302, 1104, 159, 1600, 516
303, 1103, 164, 1586, 512
304, 1093, 153, 1595, 514
305, 1090, 151, 1605, 522
306, 1087, 164, 1605, 537
307, 1088, 174, 1590, 535
308, 1054, 145, 1590, 531
309, 1110, 154, 1590, 500
310, 1112, 151, 1590, 495
311, 1106, 154, 1593, 505
312, 1087, 160, 1602, 531
313, 1088, 159, 1591, 521
314, 1097, 165, 1577, 511
315, 1095, 159, 1582, 509
316, 1095, 159, 1582, 509
317, 1100, 157, 1580, 503
318, 1091, 162, 1588, 520
319, 1095, 158, 1588, 513
320, 1085, 163, 1588, 525
321, 1085, 158, 1593, 524
322, 1085, 161, 1593, 527
323, 1049, 150, 1593, 542
324, 1091, 157, 1580, 509
324, 928, 128, 1638, 639
325, 1078, 173, 1586, 539
326, 1070, 174, 1585, 545
327, 1034, 153, 1570, 539
328, 1006, 155, 1582, 569
329, 1091, 166, 1553, 499
330, 982, 126, 1593, 566
331, 934, 128, 1606, 611
332, 1039, 169, 1524, 519
333, 973, 144, 1555, 563
334, 1024, 175, 1511, 526
335, 1049, 166, 1511, 499
336, 1008, 166, 1515, 531
337, 1000, 171, 1508, 537
338, 1018, 155, 1507, 507
339, 978, 182, 1502, 559
340, 960, 183, 1515, 582
341, 958, 197, 1494, 583
342, 961, 187, 1485, 564
343, 965, 177, 1458, 532
344, 963, 194, 1444, 540
345, 946, 186, 1449, 548
346, 948, 190, 1437, 542
347, 932, 181, 1431, 540
348, 941, 192, 1419, 536
349, 939, 195, 1432, 550
352, 914, 188, 1413, 547
355, 912, 181, 1405, 536
378, 918, 203, 1380, 536
379, 918, 203, 1380, 536
380, 918, 203, 1380, 536
381, 916, 206, 1401, 556
382, 919, 201, 1412, 556
387, 948, 203, 1410, 536
388, 943, 203, 1405, 536
389, 945, 201, 1430, 551
390, 948, 194, 1429, 540
391, 945, 203, 1438, 558
392, 949, 196, 1467, 569
393, 949, 201, 1457, 567
394, 952, 200, 1470, 573
395, 956, 209, 1474, 582
397, 954, 206, 1486, 588
398, 958, 192, 1513, 591
399, 966, 203, 1508, 593
400, 971, 188, 1507, 574
401, 988, 193, 1520, 575
402, 942, 195, 1534, 621
404, 1020, 188, 1532, 556
405, 975, 167, 1556, 585
406, 1011, 172, 1563, 569
407, 968, 177, 1590, 624
408, 1097, 178, 1559, 511
408, 941, 169, 1607, 648
409, 1091, 194, 1553, 527
409, 945, 160, 1611, 639
410, 1083, 190, 1572, 542
411, 1102, 190, 1580, 534
412, 1034, 156, 1618, 576
413, 1043, 170, 1613, 580
414, 1065, 171, 1611, 564
415, 1122, 191, 1584, 524
416, 1112, 198, 1593, 544
427, 1094, 188, 1615, 563
428, 1108, 201, 1593, 551
430, 1092, 191, 1610, 564
431, 1092, 197, 1600, 563
432, 1087, 197, 1595, 563
433, 1102, 188, 1595, 543
436, 1103, 203, 1565, 536
437, 1089, 202, 1574, 552
438, 932, 160, 1598, 639
439, 938, 193, 1604, 672
440, 1074, 229, 1598, 606
441, 991, 215, 1613, 662
442, 923, 204, 1589, 683
443, 973, 210, 1602, 662
444, 913, 198, 1612, 701
445, 909, 194, 1619, 705
446, 958, 228, 1580, 675
447, 936, 238, 1574, 697
449, 947, 238, 1576, 690
450, 941, 227, 1585, 690
453, 926, 229, 1592, 708
454, 932, 213, 1598, 692
480, 819, 549, 1281, 882
517, 815, 324, 1308, 679
602, 386, 250, 910, 627
603, 378, 238, 910, 620
605, 371, 235, 895, 612
606, 378, 221, 902, 598
608, 382, 218, 900, 591
609, 402, 216, 895, 571
612, 395, 196, 903, 562
613, 374, 189, 914, 578
615, 378, 193, 902, 570
616, 357, 180, 917, 582
617, 379, 197, 897, 570
618, 352, 189, 911, 591
619, 352, 189, 911, 591
620, 395, 182, 903, 548
628, 766, 206, 1087, 437
629, 760, 202, 1102, 448
631, 411, 198, 904, 553
632, 760, 202, 1102, 448
632, 406, 200, 903, 558
633, 760, 202, 1102, 448
633, 395, 191, 903, 557
637, 338, 167, 964, 617
638, 359, 187, 951, 613
639, 350, 188, 949, 619
640, 344, 186, 954, 625
643, 362, 207, 917, 606
644, 766, 206, 1087, 437
644, 362, 207, 917, 606
646, 775, 214, 1096, 445
648, 767, 212, 1088, 443
649, 765, 205, 1086, 436
650, 768, 213, 1089, 444
651, 761, 196, 1082, 427
652, 763, 200, 1084, 431
653, 763, 200, 1084, 431
654, 762, 201, 1083, 432
655, 763, 200, 1084, 431
656, 764, 199, 1085, 430
657, 764, 199, 1085, 430
658, 764, 205, 1085, 436
659, 767, 202, 1088, 433
660, 767, 202, 1088, 433
661, 767, 202, 1088, 433
662, 767, 202, 1088, 433
663, 767, 202, 1088, 433
664, 766, 201, 1087, 432
665, 766, 201, 1087, 432
666, 766, 201, 1087, 432
667, 767, 202, 1088, 433
668, 767, 202, 1088, 433
669, 767, 205, 1088, 436
670, 765, 200, 1086, 431
671, 770, 212, 1091, 443
674, 775, 214, 1096, 445
675, 775, 214, 1096, 445
676, 766, 206, 1087, 437
677, 770, 206, 1091, 437
678, 766, 206, 1087, 437
679, 766, 206, 1087, 437
680, 383, 211, 915, 593
681, 344, 186, 954, 625
682, 344, 186, 954, 625
683, 444, 194, 906, 527
685, 342, 187, 934, 613
686, 375, 195, 917, 585
687, 372, 195, 916, 587
688, 334, 194, 926, 620
689, 343, 201, 920, 616
690, 355, 222, 910, 621
694, 355, 207, 910, 606
695, 355, 207, 910, 606
697, 355, 207, 910, 606
701, 752, 181, 1094, 427
701, 342, 196, 919, 611
702, 760, 196, 1097, 438
702, 333, 194, 925, 620
703, 760, 196, 1097, 438
706, 760, 202, 1102, 448
707, 355, 200, 910, 599
708, 760, 202, 1102, 448
708, 355, 200, 910, 599
709, 355, 200, 910, 599
710, 355, 200, 910, 599
718, 760, 202, 1102, 448
719, 766, 206, 1087, 437
719, 355, 200, 910, 599
720, 333, 190, 916, 609
721, 333, 190, 916, 609
722, 355, 200, 910, 599
724, 770, 199, 1091, 430
725, 770, 197, 1091, 428
726, 766, 197, 1087, 428
726, 331, 182, 960, 634
727, 773, 198, 1094, 429
728, 774, 195, 1095, 426
729, 778, 203, 1099, 434
877, 924, 240, 1386, 573
878, 935, 208, 1420, 558
879, 928, 215, 1452, 592
880, 944, 214, 1425, 560
881, 943, 206, 1440, 564
882, 944, 201, 1462, 574
883, 933, 213, 1475, 603
884, 939, 216, 1481, 606
885, 946, 222, 1482, 608
886, 944, 222, 1476, 604
887, 942, 222, 1478, 608
888, 957, 226, 1465, 592
889, 955, 222, 1479, 599
890, 944, 228, 1476, 610
891, 945, 225, 1469, 602
892, 944, 214, 1484, 602
893, 936, 212, 1478, 602
894, 936, 214, 1476, 602
895, 946, 204, 1492, 596
896, 946, 218, 1482, 604
897, 942, 214, 1478, 600
898, 938, 218, 1474, 604
899, 933, 206, 1475, 596
900, 939, 192, 1494, 591
901, 946, 196, 1454, 562
902, 950, 209, 1449, 568
903, 920, 182, 1462, 572
904, 936, 206, 1444, 572
905, 952, 208, 1414, 541
907, 943, 203, 1405, 536
908, 938, 208, 1400, 541
1030, 592, 222, 1054, 555
1033, 553, 219, 1089, 605
1034, 593, 213, 1086, 568
1036, 496, 182, 1125, 634
1091, 538, 178, 1182, 641
1092, 510, 171, 1183, 655
1123, 621, 207, 1176, 606
1125, 635, 228, 1159, 605
1126, 1008, 178, 1345, 420
1166, 921, 200, 1445, 577
1168, 926, 216, 1419, 571
1176, 926, 201, 1419, 556
1295, 1010, 176, 1331, 407
1302, 575, 203, 1167, 629
1306, 576, 208, 1159, 627
1308, 561, 195, 1153, 621
1320, 594, 200, 1149, 599

View file

@ -32,7 +32,7 @@ if __name__ == '__main__' :
tracker = cv2.TrackerCSRT_create()
# Read video
video = cv2.VideoCapture("./TestVideo.mp4")
video = cv2.VideoCapture("./validation/TestVideo.mp4")
# Exit if video not opened.
if not video.isOpened():
@ -46,14 +46,12 @@ if __name__ == '__main__' :
sys.exit()
# Define an initial bounding box
bbox = (287, 23, 86, 320)
# Uncomment the line below to select a different bounding box
bbox = cv2.selectROI(frame, False)
bbox = (857, 189, 346, 434)
# Initialize tracker with first frame and bounding box
ok = tracker.init(frame, bbox)
frame_count = 0
while True:
# Read a new frame
ok, frame = video.read()
@ -74,6 +72,10 @@ if __name__ == '__main__' :
# Tracking success
p1 = (int(bbox[0]), int(bbox[1]))
p2 = (int(bbox[0] + bbox[2]), int(bbox[1] + bbox[3]))
with open("./ground_truth.txt", 'a') as output_file:
output_file.write(f"{frame_count}, {p1[0]}, {p1[1]}, {p2[0]}, {p2[1]}\n")
cv2.rectangle(frame, p1, p2, (255,0,0), 2, 1)
else :
# Tracking failure
@ -88,6 +90,9 @@ if __name__ == '__main__' :
# Display result
cv2.imshow("Tracking", frame)
frame_count += 1
# Exit if ESC pressed
k = cv2.waitKey(1) & 0xff
if k == 27 : break

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validation/ground_truth.txt Normal file

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