Detecting medley of iris spoofing attacks using DESIST
Citations
92 citations
83 citations
55 citations
Cites background or methods from "Detecting medley of iris spoofing a..."
...It achieves 3 − 21% lower total error as compared to LBP, WLBP, and DESIST....
[...]
...It also achieves the lowest APCER value on LivDet2013, CSD, and LG4000 subset of NDCLD-2013....
[...]
...Comparative analysis is performed with existing PAD algorithms: LBP [6] , WLBP [10], DESIST [14], and the two components of MHVF algorithms: Multi-Level Haralick (MH) features and VGG features....
[...]
...[14] proposed an algorithm to detect a medley of iris presentation attacks and demonstrated the performance on a combined database of 21,525 iris images....
[...]
...Combined Spoofing Database [14] 21,525 Real, Print, Textured Contact Lens, and Synthetic Iris...
[...]
50 citations
Cites background from "Detecting medley of iris spoofing a..."
...[61] contains images of live irises, textured contact lenses, iris printouts, and printouts of textured contact lenses....
[...]
49 citations
Cites background from "Detecting medley of iris spoofing a..."
...Many researchers have investigated the use of local texture descriptors — such as LBP, LPQ, and BSIF — in conjunction with a Support Vector Machine or other classifiers [9, 31, 22, 11, 6, 5, 13]....
[...]
References
2,829 citations
2,437 citations
"Detecting medley of iris spoofing a..." refers methods in this paper
...John Daugman patented the first successful iris recognition algorithm in 1994 [3]; it was based on a test of statistical independence of the phase of Gabor wavelets fitted on a grid of locations superimposed on a pseudo-polar transformation of the iris texture....
[...]
782 citations
"Detecting medley of iris spoofing a..." refers methods in this paper
...For this purpose, Local Binary Pattern Variance (LBPV) descriptor [6] is utilized....
[...]
353 citations
"Detecting medley of iris spoofing a..." refers background in this paper
...In the literature, researchers have focused on one particular type of iris spoofing attack and have presented algorithms to address it [4, 10, 13]....
[...]
348 citations
"Detecting medley of iris spoofing a..." refers background in this paper
...For IIITD IIS, SDB, IIT Delhi Iris, and MID, LUCID yields classification accuracy of 95.16%, 84.95%, 97.41%, and 84.96%, respectively....
[...]
...SDB [5] 1000 Synthetically Generated 2100 0 IIT Delhi Iris [9] 224 Normal 0 2240 MID 547 Normal 0 6022 CSD 1872 All Combined and Normal 11368 9325...
[...]
...• IIT Delhi Iris Database [9]: This database contains normal (non-spoofed) iris images of 224 subjects....
[...]
...For SDB, IIT Delhi Iris, and MID databases correct classification accuracy of 98.10%, 98.57%, and 88.55% is achieved by the DESIST framework....
[...]