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Learning to combine local and global image information for contactless palmprint recognition
Marjan Stoimčev, Vitomir Štruc, Klemen Grm
Magistrsko delo
Oznake: razpoznavanje dlani;brezkontaktne slike dlani;elastične deformacije;konvolucijske nevronske mreže;globoko učenje;središčna izgubna funkcija;diskriminatorno učenje značilk;Prešernove nagrade;magisteriji;
Among various biometric technologies, the field of palmprint recognition has attracted great attention in biometrics because of its effectiveness. In the past couple of years there has been a leap from the traditional palmprint recognition methodologies which use handcrafted features, to a deep lear ...
Leto: 2021 Vir: Fakulteta za elektrotehniko (UL FE)
Learning to combine local and global image information for contactless palmprint recognition
Marjan Stoimčev, Marija Ivanovska, Vitomir Štruc
Izvirni znanstveni članek
Oznake: samodejno razpoznavanje dlani;brezstične slike dlani;elastične deformacije;konvolucijske nevronske mreže;globoko učenje;središčna izgubna funkcija;diskriminativno luščenje značilk;palmprint recognition;contactless palmprint images;elastic deformations;convolutional neural networks;deep learning;ArcFace loss;center loss;discriminative feature learning;
In the past few years, there has been a leap from traditional palmprint recognition methodologies, which use handcrafted features, to deep-learning approaches that are able to automatically learn feature representations from the input data. However, the information that is extracted from such deep-l ...
Leto: 2022 Vir: Fakulteta za elektrotehniko (UL FE)
Št. zadetkov: 2
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