Review Article

Ear Biometrics Using Deep Learning: A Survey

Table 9

Cont. differences between this review article and the recent/existing review papers.

Author(s) and date of publicationPaper titleAim/focus/objectivePaper coverage (year) and scope

(9) Alkababji and Mohammed [69] 1 April 2021Real-time ear recognition using deep learningIt used the principal component analysis (PCA) and a genetic algorithm for feature reduction and selectionTwenty-three (23) application papers that are deep learning ear identification methods are reviewed in this paper

(10) Jamil et al. [70] 1 August 2018Can convolution neural network (CNN) triumph in ear recognition of uniform illumination invariant?They considered that their work was the first to test the performance of CNN on very underexposed or overexposed imagesThirty-two (32) application papers that are deep learning ear identification methods are reviewed in this paper

(11) Hansley et al. [71] 24 October 2017Employing fusion of learned and handcrafted features for unconstrained ear recognitionThis was conducted using handcrafted descriptors, which were fused to improve recognitionThirty-one (31) application papers that are deep learning ear identification methods are reviewed in this paper