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. 2020 Aug 7;7(4):ENEURO.0054-20.2020. doi: 10.1523/ENEURO.0054-20.2020

Table 1.

Quantitative comparison between the fully affine invariant group and the feature-based group with respect to area A5

Methods Features detectedin image pair Inliers Matchedfeatures Inlierratio Methods Features detectedin image pair Inliers Matchedfeatures Inlierratio
Image Template(S06) Image Template(S06)
Image pair #1 of A5 (S08, S06)
 ASIFT 10636 9524 95 241 0.39 SIFT 629 565 10 17 0.59
 ASURF 20012 18698 131 427 0.30 SURF 1258 1174 17 42 0.40
 AAKAZE 3120 2893 55 89 0.62 AKAZE 236 209 11 18 0.61
 ABRISK 8677 7667 32 57 0.56 BRISK 918 894 10 17 0.59
 AORB 13927 13427 31 100 0.31 ORB 500 500 9 11 0.82
Image pair #2 of A5 (S09, S06)
 ASIFT 11357 9524 82 195 0.42 SIFT 690 565 12 22 0.55
 ASURF 20398 18698 98 397 0.25 SURF 1346 1174 17 36 0.47
 AAKAZE 3267 2893 47 91 0.52 AKAZE 269 209 10 16 0.63
 ABRISK 9830 7667 50 80 0.63 BRISK 1169 894 15 26 0.58
 AORB 14111 13427 43 96 0.45 ORB 500 500 9 17 0.53
Image pair #3 of A5 (S10, S06)
 ASIFT 12935 9524 41 174 0.23 SIFT 771 565 10 23 0.43
 ASURF 22158 18698 49 408 0.12 SURF 1466 1174 7 45 0.16
 AAKAZE 3697 2893 29 67 0.43 AKAZE 270 209 8 15 0.53
 ABRISK 10848 7667 21 41 0.51 BRISK 1260 894 10 15 0.67
 AORB 14387 13427 18 103 0.17 ORB 500 500 4 8 0.50
Image pair #4 of A5 (S11, S06)
 ASIFT 13833 9524 61 163 0.37 SIFT 850 565 9 26 0.35
 ASURF 22345 18698 83 407 0.20 SURF 1446 1174 8 32 0.25
 AAKAZE 3753 2893 30 76 0.39 AKAZE 291 209 7 10 0.70
 ABRISK 11149 7667 18 44 0.41 BRISK 1243 894 11 18 0.61
 AORB 14514 13427 20 105 0.19 ORB 500 500 4 5 0.80
Image pair #5 of A5 (S12, S06)
 ASIFT 10106 9524 71 176 0.40 SIFT 588 565 13 20 0.65
 ASURF 20415 18698 71 404 0.18 SURF 1293 1174 7 35 0.20
 AAKAZE 3239 2893 47 90 0.52 AKAZE 240 209 15 19 0.79
 ABRISK 8477 7667 29 50 0.58 BRISK 874 894 6 9 0.67
 AORB 14062 13427 56 148 0.38 ORB 500 500 13 25 0.52
Image pair #6 of A5 (S16, S06)
 ASIFT 9751 9524 17 114 0.15 SIFT 613 565 4 9 0.44
 ASURF 20095 18698 28 296 0.095 SURF 1275 1174 6 24 0.25
 AAKAZE 3269 2893 12 39 0.31 AKAZE 240 209 5 15 0.33
 ABRISK 7416 7667 13 40 0.33 BRISK 811 894 4 8 0.50
 AORB 13690 13427 16 97 0.16 ORB 500 500 8 24 0.33
Image pair #7 of A5 (S17, S06)
 ASIFT 3945 9524 20 69 0.29 SIFT 202 565 4 5 0.80
 ASURF 12914 18698 20 242 0.08 SURF 649 1174 6 27 0.22
 AAKAZE 1802 2893 13 33 0.39 AKAZE 128 209 5 8 0.63
 ABRISK 3092 7667 12 26 0.46 BRISK 201 894 4 4 1.00
 AORB 9454 13427 13 85 0.15 ORB 498 500 7 14 0.50
Mean values for all image pairs
 ASIFT 10366.14 9524 55.29 161.71 0.34 SIFT 620.43 565 8.86 17.43 0.51
 ASURF 19762.43 18698 68.57 368.71 0.19 SURF 1247.57 1174 9.71 34.43 0.28
 AAKAZE 3163.86 2893 33.28 69.29 0.48 AKAZE 239.14 209 8.71 14.43 0.60
 ABRISK 8498.43 7667 25 48.26 0.52 BRISK 925.14 894 8.57 13.86 0.62
 AORB 13449.29 13427 28.14 104.86 0.27 ORB 499.71 500 7.71 14.85 0.52