C Upper Palm (“FiveInch” Data)

C.1 Bootstrap Confidence for Segmentation Statistics

This section shows the same detailed results of segmentation of FiveInch data from Section 4.3, but with an added bootstrap confidence interval. For each observation, a bootstrap routine with 1 000 replicates was run, and a 95 % confidence interval extracted. The lower and upper confidence from that confidence interval are printed in each column within square brackets.

In Table C.1, results are shown of how successful Idemia+0905 segmented fingers for each subject in the test corpus. Table C.2 shows success for specific finger positions over the entire test corpus. Similarly, Table C.3 shows success for segmenting the same finger position from both hands.

The remainder of the tables show success per subject when considering combinations of subsets of the fingers in each slap image. Table C.4 shows success for combinations of all fingers, Table C.6 for the all except the little finger, and Table C.5 for just the index and middle fingers.

Table C.1: For each subject, the percentage that at least Number of Fingers fingers were correctly segmented, regardless of hand, for a maximum of eight correctly-segmented fingers. In Standard Scoring, scoring rules are followed exactly. In Ignoring Bottom Y, the bottom left and bottom right Y coordinates are ignored. Ignoring Bottom X and Y only checks the locations of the top left and top right coordinates. Values in square brackets represent a 95 % confidence interval after bootstrapping with 1 000 replicates.
Number of Fingers Standard Scoring Ignoring Bottom Y Ignoring Bottom X and Y
1 98.4 [97.4, 99.2] 98.4 [97.5, 99.2] 98.4 [97.5, 99.2]
2 92.6 [90.8, 94.5] 92.8 [90.9, 94.6] 93.1 [91.3, 95.0]
3 88.9 [86.7, 91.2] 89.1 [86.8, 91.3] 89.2 [86.8, 91.4]
4 84.8 [82.2, 87.4] 85.0 [82.2, 87.5] 85.2 [82.7, 87.6]
5 76.8 [74.0, 79.8] 77.6 [74.7, 80.6] 78.5 [75.5, 81.3]
6 68.9 [65.2, 72.3] 69.0 [65.6, 72.6] 69.7 [66.3, 73.1]
7 61.4 [58.0, 64.7] 61.9 [58.5, 65.3] 63.4 [59.8, 66.9]
8 43.9 [40.8, 47.6] 45.1 [41.5, 48.6] 46.8 [43.3, 50.2]
Table C.2: For all subjects, Percentage that a particular friction ridge generalized position was correctly segmented. In Ignoring Bottom Y, the bottom left and bottom right Y coordinates are ignored. Ignoring Bottom X and Y only checks the locations of the top left and top right coordinates. Values in square brackets represent a 95 % confidence interval after bootstrapping with 1 000 replicates.
Finger Standard Scoring Ignoring Bottom Y Ignoring Bottom X and Y
Right
Index 78.5 [75.5, 81.4] 78.9 [75.9, 81.9] 79.1 [76.2, 82.0]
Middle 74.7 [71.7, 77.8] 75.3 [72.3, 78.3] 76.1 [73.0, 79.0]
Ring 80.1 [77.0, 82.7] 80.3 [77.4, 83.1] 80.7 [77.7, 83.5]
Little 78.9 [75.7, 81.6] 78.9 [75.8, 81.9] 79.0 [76.2, 82.0]
Left
Index 77.2 [74.3, 80.1] 77.5 [74.3, 80.2] 78.0 [74.9, 80.9]
Middle 71.5 [68.3, 74.7] 72.1 [69.0, 75.5] 72.4 [68.8, 75.3]
Ring 79.7 [76.9, 82.6] 80.2 [77.3, 83.0] 80.9 [77.9, 83.7]
Little 80.2 [77.3, 83.0] 80.6 [78.0, 83.4] 83.2 [80.4, 85.8]
Table C.3: Percentage that a particular type of fingerprint was correctly segmented on Either or Both hands. In Ignoring Bottom Y, the bottom left and bottom right Y coordinates are ignored. Ignoring Bottom X and Y only checks the locations of the top left and top right coordinates. Values in square brackets represent a 95 % confidence interval after bootstrapping with 1 000 replicates.
Fingers Standard Scoring Ignoring Bottom Y Ignoring Bottom X and Y
Index
Either 88.4 [86.0, 90.6] 88.5 [86.3, 90.8] 88.8 [86.4, 90.9]
Both 66.0 [62.6, 69.3] 66.5 [63.0, 70.0] 67.1 [63.6, 70.5]
Middle
Either 84.6 [81.8, 87.3] 85.1 [82.3, 87.6] 85.5 [83.0, 88.1]
Both 60.5 [56.9, 64.0] 61.1 [57.7, 64.7] 61.8 [58.1, 65.5]
Ring
Either 89.6 [87.5, 91.8] 89.6 [87.5, 91.6] 89.9 [87.7, 92.0]
Both 68.9 [65.4, 72.2] 69.7 [66.3, 73.0] 70.5 [67.1, 73.9]
Little
Either 93.0 [91.2, 94.7] 93.0 [91.2, 94.7] 93.9 [92.1, 95.7]
Both 64.8 [61.3, 68.4] 65.2 [61.5, 68.5] 66.9 [63.4, 70.2]
Table C.4: Percentage of segmentation success by hand for combinations of all eight fingers of a FiveInch slap. In Ignoring Bottom Y, the bottom left and bottom right Y coordinates are ignored. Ignoring Bottom X and Y only checks the locations of the top left and top right coordinates. Values in square brackets represent a 95 % confidence interval after bootstrapping with 1 000 replicates.
Fingers Standard Scoring Ignoring Bottom Y Ignoring Bottom X and Y
Right
Any 92.0 [90.7, 93.4] 92.0 [91.0, 93.6] 92.0 [91.1, 93.7]
At Least Two 83.0 [80.9, 84.6] 83.1 [81.1, 84.8] 83.4 [81.6, 85.3]
At Least Three 75.9 [72.8, 76.8] 76.5 [73.1, 77.6] 76.7 [73.6, 78.2]
All Four 61.2 [58.2, 63.1] 61.7 [58.8, 63.9] 62.8 [60.4, 65.1]
Left
Any 92.0 [90.7, 93.4] 92.4 [91.0, 93.6] 93.0 [91.1, 93.7]
At Least Two 82.6 [80.9, 84.6] 82.8 [81.1, 84.8] 83.6 [81.6, 85.3]
At Least Three 73.9 [72.8, 76.8] 74.3 [73.1, 77.6] 75.1 [73.6, 78.2]
All Four 60.1 [58.2, 63.1] 61.0 [58.8, 63.9] 62.9 [60.4, 65.1]
Table C.5: Percentage of segmentation success by hand when only considering combinations of index and middle fingers. In Ignoring Bottom Y, the bottom left and bottom right Y coordinates are ignored. Ignoring Bottom X and Y only checks the locations of the top left and top right coordinates. Values in square brackets represent a 95 % confidence interval after bootstrapping with 1 000 replicates.
Fingers Standard Scoring Ignoring Bottom Y Ignoring Bottom X and Y
Right
Either Index or Middle 84.4 [80.7, 84.5] 84.6 [81.2, 84.9] 84.7 [81.3, 85.1]
Both Index and Middle 68.8 [65.7, 70.8] 69.5 [66.2, 71.3] 70.5 [67.1, 71.7]
Left
Either Index or Middle 80.9 [80.7, 84.5] 81.4 [81.2, 84.9] 81.8 [81.3, 85.1]
Both Index and Middle 67.8 [65.7, 70.8] 68.2 [66.2, 71.3] 68.6 [67.1, 71.7]
Table C.6: Percentage of segmentation success by hand when only considering combinations of index, middle, and ring fingers. In Ignoring Bottom Y, the bottom left and bottom right Y coordinates are ignored. Ignoring Bottom X and Y only checks the locations of the top left and top right coordinates. Values in square brackets represent a 95 % confidence interval after bootstrapping with 1 000 replicates.
Fingers Standard Scoring Ignoring Bottom Y Ignoring Bottom X and Y
Right
Any 87.8 [85.1, 88.6] 87.9 [85.7, 89.0] 87.9 [85.7, 89.2]
At Least Two 77.8 [74.8, 79.1] 78.1 [75.0, 79.2] 78.3 [75.5, 79.5]
All Three 67.7 [64.5, 69.3] 68.5 [65.1, 70.1] 69.7 [66.2, 71.0]
Left
Any 86.2 [85.1, 88.6] 86.7 [85.7, 89.0] 87.3 [85.7, 89.2]
At Least Two 75.9 [74.8, 79.1] 76.1 [75.0, 79.2] 76.7 [75.5, 79.5]
All Three 66.3 [64.5, 69.3] 67.0 [65.1, 70.1] 67.4 [66.2, 71.0]

C.2 Jaccard Index

Boxplot of Jaccard similarity indices as compared to the traditional success metrics. Outliers have been removed for clarity.

Figure C.1: Boxplot of Jaccard similarity indices as compared to the traditional success metrics. Outliers have been removed for clarity.

Boxplot of Jaccard similarity indices for each friction ridge generalized position. Outliers have been removed for clarity.

Figure C.2: Boxplot of Jaccard similarity indices for each friction ridge generalized position. Outliers have been removed for clarity.

Table C.7: For each subject, the percentage that at least Number of Fingers fingers were segmented with a Jaccard index in the indicated range.
Number of Fingers ≥0.5 ≥0.6 ≥0.7 ≥0.8 ≥0.9 ≥0.95 ≥0.98
1 98.6 98.2 95.3 71.8 15.4 13.2 13.2
2 93.4 92.6 87.2 41.4 4.6 4.5 4.5
3 89.7 88.3 79.8 23.7 3.2 3.2 3.2
4 85.8 83.4 71.1 12.8 2.2 2.2 2.2
5 78.1 75.1 62.7 6.1 1.6 1.6 1.6
6 71.0 68.1 52.2 2.4 0.5 0.5 0.5
7 65.7 61.4 41.9 0.9 0.4 0.4 0.4
8 53.6 48.0 27.5 0.3 0.3 0.3 0.3
Table C.8: For all subjects, percentage that a particular friction ridge generalized position was segmented with a Jaccard index in the indicated range.
Finger 0-0.5 0.5-0.6 0.6-0.7 0.7-0.8 0.8-0.9 0.9-1.0
Right
Index 19.7 2.7 10.5 53.2 11.8 2.1
Middle 23.7 4.0 12.9 39.3 14.5 5.6
Ring 20.1 2.0 11.4 50.3 12.0 4.2
Little 16.0 3.2 19.9 52.4 4.6 3.9
Left
Index 19.8 3.1 11.0 44.4 20.0 1.7
Middle 26.8 1.6 11.7 42.4 13.9 3.6
Ring 18.4 2.1 9.9 47.4 18.7 3.5
Little 14.6 2.5 10.6 32.0 36.5 3.8
Table C.9: Percentage of segmentation obtaining a Jaccard index in the indicated ranges, by hand, for combinations of all ten fingers of a FiveInch slap.
Fingers ≥0.5 ≥0.6 ≥0.7 ≥0.8 ≥0.9 ≥0.95 ≥0.98
Right
Any 93.0 91.9 86.0 38.2 9.2 8.8 8.8
At Least Two 83.2 81.6 71.4 13.7 2.8 2.8 2.8
At Least Three 77.1 73.8 58.8 4.7 2.1 2.1 2.1
All Four 67.3 61.4 37.8 2.3 1.7 1.7 1.7
Left
Any 93.2 92.0 88.3 61.3 9.2 7.3 7.3
At Least Two 84.5 83.0 75.2 27.5 2.0 1.9 1.9
At Least Three 77.1 74.5 60.7 10.1 0.8 0.8 0.8
All Four 65.6 61.5 43.6 2.9 0.7 0.7 0.7
Table C.10: Percentage of segmentation obtaining a Jaccard index in the indicated ranges, by hand, for combinations of index and middle fingers of a FiveInch slap.
Fingers ≥0.5 ≥0.6 ≥0.7 ≥0.8 ≥0.9 ≥0.95 ≥0.98
Right
Either Index or Middle 85.2 83.5 76.3 29.1 6.0 5.7 5.7
Both Index and Middle 71.4 66.5 50.3 4.9 1.7 1.7 1.7
Left
Either Index or Middle 83.0 81.4 74.1 32.8 4.6 4.0 4.0
Both Index and Middle 70.4 67.4 52.0 6.5 0.7 0.7 0.7
Table C.11: Percentage of segmentation obtaining a Jaccard index in the indicated ranges, by hand, for combinations of index, middle, and ring fingers of a FiveInch slap.
Fingers ≥0.5 ≥0.6 ≥0.7 ≥0.8 ≥0.9 ≥0.95 ≥0.98
Right
Any 87.9 87.2 82.3 35.6 8.1 7.7 7.7
At Least Two 78.5 75.8 64.9 11.6 2.1 2.1 2.1
All Three 70.2 64.9 45.9 3.1 1.7 1.7 1.7
Left
Any 87.8 86.3 81.6 43.1 7.3 6.5 6.5
At Least Two 78.1 75.7 65.6 14.1 0.8 0.8 0.8
All Three 69.1 66.2 48.4 4.2 0.7 0.7 0.7