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We present a simple but effective method for automatic latent fingerprint segmentation, called SegFinNet. SegFinNet takes a latent image as an input and outputs a binary mask highlighting the friction ridge pattern. Our algorithm combines…

计算机视觉与模式识别 · 计算机科学 2018-09-05 Dinh-Luan Nguyen , Kai Cao , Anil K. Jain

The existing automatic fingerprint verification methods are designed to work under the assumption that the same sensor is installed for enrollment and authentication (regular matching). There is a remarkable decrease in efficiency when one…

计算机视觉与模式识别 · 计算机科学 2019-05-10 Helala AlShehri , Muhammad Hussain , Hatim AboAlSamh , Qazi Emad-ul-Haq , Aqil M. Azmi

The primary purpose of a fingerprint recognition system is to ensure a reliable and accurate user authentication, but the security of the recognition system itself can be jeopardized by spoof attacks. This study addresses the problem of…

计算机视觉与模式识别 · 计算机科学 2017-12-14 Tarang Chugh , Kai Cao , Anil K. Jain

Shoe print evidence recovered from crime scenes plays a key role in forensic investigations. By examining shoe prints, investigators can determine details of the footwear worn by suspects. However, establishing that a suspect's shoes match…

计算机视觉与模式识别 · 计算机科学 2026-04-20 Alokesh Manna , Neil Spencer , Dipak K. Dey

Maximum Mean Discrepancy (MMD) is a widely used concept in machine learning research which has gained popularity in recent years as a highly effective tool for comparing (finite-dimensional) distributions. Since it is designed as a…

机器学习 · 统计学 2025-06-03 Andrew Alden , Blanka Horvath , Zacharia Issa

Two critical steps in fingerprint recognition are binarization and thinning of the image. The need for real time processing motivates us to select local adaptive thresholding approach for the binarization step. We introduce a new hardware…

计算机视觉与模式识别 · 计算机科学 2017-10-17 Farshad Kheiri , Shadrokh Samavi , Nader Karimi

Random Fourier features is one of the most popular techniques for scaling up kernel methods, such as kernel ridge regression. However, despite impressive empirical results, the statistical properties of random Fourier features are still not…

机器学习 · 计算机科学 2018-05-22 Haim Avron , Michael Kapralov , Cameron Musco , Christopher Musco , Ameya Velingker , Amir Zandieh

Fingerprint authentication is widely used in biometrics due to its simple process, but it is vulnerable to fake fingerprints. This study proposes a patch-based fake fingerprint detection method using a fully convolutional neural network…

计算机视觉与模式识别 · 计算机科学 2018-03-22 Eunsoo Park , Xuenan Cui , Weonjin Kim , Jinsong Liu , Hakil Kim

A new extension of the sub-fractional Brownian motion, and thus of the Brownian motion, is introduced. It is a linear combination of a finite number of sub-fractional Brownian motions, that we have chosen to call the mixed sub-fractional…

概率论 · 数学 2013-12-13 Mounir Zili

Securing Internet of Things (IoT) devices presents increasing challenges due to their limited computational and energy resources. Radio Frequency Fingerprint Identification (RFFI) emerges as a promising authentication technique to identify…

信号处理 · 电气工程与系统科学 2025-03-10 Guolin Yin , Junqing Zhang , Yuan Ding , Simon Cotton

Fingerprint evidence plays an important role in a criminal investigation for the identification of individuals. Although various techniques have been proposed for fingerprint classification and feature extraction, automated fingerprint…

计算机视觉与模式识别 · 计算机科学 2023-05-30 Ibrahim Yilmaz , Mahmoud Abouyoussef

Minutia-based palmprint recognition systems has got lots of interest in last two decades. Due to the large number of minutiae in a palmprint, approximately 1000 minutiae, the matching process is time consuming which makes it unpractical for…

计算机视觉与模式识别 · 计算机科学 2019-04-04 Mohsen Ahmadi , Hossein Soleimani

Feature extraction - the ability to identify relevant properties of data - is a key factor underlying the success of deep learning. Yet, it has proved difficult to elucidate its nature within existing predictive theories, to the extent that…

无序系统与神经网络 · 物理学 2025-08-29 Andrea Corti , Rosalba Pacelli , Pietro Rotondo , Marco Gherardi

Most finger vein feature extraction algorithms achieve satisfactory performance due to their texture representation abilities, despite simultaneously ignoring the intensity distribution that is formed by the finger tissue, and in some…

计算机视觉与模式识别 · 计算机科学 2021-12-16 Wenxiong Kang , Yuting Lu , Dejian Li , Wei Jia

These notes are about ridge functions. Recent years have witnessed a flurry of interest in these functions. Ridge functions appear in various fields and under various guises. They appear in fields as diverse as partial differential…

经典分析与常微分方程 · 数学 2020-09-01 Vugar Ismailov

The fingerprint classification is an important and effective method to quicken the process and improve the accuracy in the fingerprint matching process. Conventional supervised methods need a large amount of pre-labeled data and thus…

计算机视觉与模式识别 · 计算机科学 2021-09-14 Yue-Jie Hou , Zai-Xin Xie , Jian-Hu , Yao-Shen , Chi-Chun Zhou

We define a characteristic function for probability measures on the signatures of geometric rough paths. We determine sufficient conditions under which a random variable is uniquely determined by its expected signature, thus partially…

概率论 · 数学 2017-05-19 Ilya Chevyrev , Terry Lyons

A fingerprint region of interest (roi) segmentation algorithm is designed to separate the foreground fingerprint from the background noise. All the learning based state-of-the-art fingerprint roi segmentation algorithms proposed in the…

计算机视觉与模式识别 · 计算机科学 2021-07-06 Indu Joshi , Ayush Utkarsh , Riya Kothari , Vinod K Kurmi , Antitza Dantcheva , Sumantra Dutta Roy , Prem Kumar Kalra

Given values of a piecewise smooth function $f$ on a square grid within a domain $\Omega$, we look for a piecewise adaptive approximation to $f$. Standard approximation techniques achieve reduced approximation orders near the boundary of…

数值分析 · 数学 2020-12-04 Sergio Amat , David Levin , Juan Ruiz-Álvarez

Fingerprint reconstruction is one of the most well-known and publicized biometrics. Because of their uniqueness and consistency over time, fingerprints have been used for identification over a century, more recently becoming automated due…

计算机视觉与模式识别 · 计算机科学 2012-08-09 Josphineleela Ramakrishnan , Ramakrishnan Malaisamy