TABLE 2.
Performace evaluation of face detection, bite count and chew count scheme.
Subject | No. of Image Frames | No. of detected face frames | No. of face detection accuracy (%) | Automatic Chew Count | Manual Chew Count | Accuracy (%) | Automatic Bite Count | Manual Bite Count | Accuracy (%) |
---|---|---|---|---|---|---|---|---|---|
Sub01 | 15014 | 14972 | 99.7 | 1500 | 1595 | 94.04 | 52 | 60 | 86.67 |
Sub02 | 15084 | 14972 | 99.3 | 1500 | 1594 | 94.10 | 52 | 56 | 92.86 |
Sub03 | 11474 | 11378 | 99.2 | 1056 | 1049 | 99.33 | 44 | 39 | 87.18 |
Sub04 | 14361 | 14291 | 99.5 | 1205 | 1153 | 95.49 | 67 | 60 | 88.33 |
Sub05 | 17770 | 17727 | 99.8 | 1324 | 1199 | 89.57 | 63 | 57 | 89.47 |
Sub06 | 15414 | 15369 | 99.7 | 1647 | 1313 | 74.56 | 70 | 65 | 92.31 |
Sub07 | 17972 | 17853 | 99.3 | 2040 | 1979 | 96.92 | 92 | 87 | 94.25 |
Sub08 | 18426 | 18341 | 99.5 | 2120 | 2056 | 96.89 | 108 | 106 | 98.11 |
Sub09 | 5810 | 5760 | 99.1 | 648 | 687 | 94.32 | 23 | 22 | 95.45 |
Sub10 | 9294 | 9229 | 99.3 | 777 | 713 | 91.02 | 49 | 53 | 92.45 |
Subll | 13449 | 13359 | 99.3 | 1059 | 926 | 85.64 | 54 | 52 | 96.15 |
Subl2 | 7497 | 7482 | 99.8 | 572 | 538 | 93.68 | 35 | 31 | 87.10 |
Sub13 | 10028 | 9877 | 98.5 | 1003 | 935 | 92.73 | 54 | 52 | 96.15 |
Subl4 | 12472 | 12429 | 99.7 | 1545 | 1523 | 98.56 | 65 | 61 | 93.44 |
Sub15 | 10098 | 10009 | 99.1 | 1174 | 1220 | 96.23 | 52 | 52 | 100.00 |
Subl6 | 14380 | 14318 | 99.6 | 1781 | 1733 | 97.23 | 91 | 94 | 96.81 |
Subl7 | 179531 | 178526 | 99.4 | 20273 | 19844 | 97.84 | 932 | 940 | 99.15 |
Subl8 | 11523 | 11469 | 99.5 | 1517 | 1678 | 90.41 | 75 | 84 | 89.29 |
Subl9 | 15206 | 15097 | 99.3 | 2024 | 2126 | 95.20 | 108 | 121 | 89.26 |
Sub20 | 12663 | 12623 | 99.7 | 1932 | 1907 | 98.69 | 83 | 82 | 98.78 |
Sub21 | 30222 | 30105 | 99.6 | 2654 | 2317 | 85.46 | 113 | 100 | 87.00 |
Sub22 | 11548 | 11524 | 99.8 | 1616 | 1467 | 89.84 | 62 | 60 | 96.67 |
Sub23 | 19403 | 19329 | 99.6 | 1974 | 1748 | 87.07 | 94 | 81 | 83.95 |
Sub24 | 23578 | 23405 | 99.3 | 2033 | 2020 | 99.36 | 103 | 100 | 97.00 |
Sub25 | 8447 | 8404 | 99.5 | 839 | 895 | 93.74 | 45 | 50 | 90.00 |
Sub26 | 12682 | 12575 | 99.2 | 1713 | 1786 | 95.91 | 66 | 69 | 95.65 |
Sub27 | 12071 | 11978 | 99.2 | 1316 | 1385 | 95.02 | 59 | 58 | 98.28 |
Sub28 | 9670 | 9563 | 98.9 | 883 | 949 | 93.05 | 48 | 63 | 76.19 |
Average | 99.4 | 1472.3 | 1430.6 | 92.9 | 68.0 | 67.4 | 92.3 | 99.4 | 1472.3 |
Std | 5024.9 | 5008.9 | 0.3 | 509.8 | 479.9 | 91.6 | 23.5 | 23.0 | 82.3 |