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Assessing the Invertibility of Deep Biometric Representations

https://doi.org/10.2139/ssrn.4904807
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Biometric System Security
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Towards Reverse-Engineering Black-Box Neural Networks
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Online Signature-Based Biometric Recognition
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Cosine Similarity Metric Learning for Face Verification
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Stacked Convolutional Auto-Encoders for Hierarchical Feature Extraction
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Recognition of Signature Using Neural Network and Euclidean Distance for Bank Cheque Automation
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A biometric cryptosystem scheme based on random projection and neural network
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A survey of the recent architectures of deep convolutional neural networks
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ImageNet Large Scale Visual Recognition Challenge
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Systematic evaluation of convolution neural network advances on the Imagenet
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Binary feature fusion for discriminative and secure multi-biometric cryptosystems
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Learning similarity with cosine similarity ensemble
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Symmetric keyring encryption scheme for biometric cryptosystem
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Towards dropout training for convolutional neural networks
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The general inefficiency of batch training for gradient descent learning
inferredcites →https://doi.org/10.1016/s0969-4765(07)70084-xopenalex-snapshot
Biometric encryption
inferredcites →https://doi.org/10.1023/a:1010933404324openalex-snapshot
Random Forests
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Deep learning
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BAMLSS: Bayesian Additive Models for Location, Scale, and Shape (and Beyond)
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Gradient-based learning applied to document recognition
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Beyond eigenfaces: probabilistic matching for face recognition
inferredcites →https://doi.org/10.1109/cns.2018.8433167openalex-snapshot
The Insecurity of Home Digital Voice Assistants - Vulnerabilities, Attacks and Countermeasures
inferredcites →https://doi.org/10.1109/ctems.2018.8769211openalex-snapshot
A Comparative Analysis of Gradient Descent-Based Optimization Algorithms on Convolutional Neural Networks
inferredcites →https://doi.org/10.1109/cvpr.2013.389openalex-snapshot
Blessing of Dimensionality: High-Dimensional Feature and Its Efficient Compression for Face Verification
inferredcites →https://doi.org/10.1109/cvpr.2014.220openalex-snapshot
DeepFace: Closing the Gap to Human-Level Performance in Face Verification
inferredcites →https://doi.org/10.1109/i-smac49090.2020.9243390openalex-snapshot
Hardware Implementation of Cancellable Biometric Systems
inferredcites →https://doi.org/10.1109/iccv.2011.6126474openalex-snapshot
Adaptive deconvolutional networks for mid and high level feature learning
inferredcites →https://doi.org/10.1109/iccv.2015.123openalex-snapshot
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification
inferredcites →https://doi.org/10.1109/icinfa.2016.7832115openalex-snapshot
Robust dual-stage face recognition method using PCA and high-dimensional-LBP
inferredcites →https://doi.org/10.1109/icip.2014.7025068openalex-snapshot
A data-driven approach to cleaning large face datasets
inferredcites →https://doi.org/10.1109/icpr.2006.353openalex-snapshot
Cancelable Biometrics: A Case Study in Fingerprints
inferredcites →https://doi.org/10.1109/mc.2012.364openalex-snapshot
Biometric Authentication: System Security and User Privacy
inferredcites →https://doi.org/10.1109/msp.2012.2211477openalex-snapshot
The MNIST Database of Handwritten Digit Images for Machine Learning Research [Best of the Web]
inferredcites →https://doi.org/10.1109/tcsvt.2003.818349openalex-snapshot
An Introduction to Biometric Recognition
inferredcites →https://doi.org/10.1109/tpami.2005.165openalex-snapshot
On the Euclidean distance of images
inferredcites →https://doi.org/10.1109/tpami.2018.2827389openalex-snapshot
On the Reconstruction of Face Images from Deep Face Templates
inferredcites →https://doi.org/10.1111/rssb.12062openalex-snapshot
The Deviance Information Criterion: 12 Years on
inferredcites →https://doi.org/10.1142/s0219467818500067openalex-snapshot
A Survey on Biometrics and Cancelable Biometrics Systems
inferredcites →https://doi.org/10.1145/2428955.2429008openalex-snapshot
Towards face unlock
inferredcites →https://doi.org/10.1145/3065386openalex-snapshot
ImageNet classification with deep convolutional neural networks
inferredcites →https://doi.org/10.1145/310930.310988openalex-snapshot
Inside risks: the uses and abuses of biometrics
inferredcites →https://doi.org/10.1145/3190618openalex-snapshot
Deep Learning for Biometrics
inferredcites →https://doi.org/10.1162/neco.1989.1.4.541openalex-snapshot
Backpropagation Applied to Handwritten Zip Code Recognition
inferredcites →https://doi.org/10.1162/neco.1997.9.8.1735openalex-snapshot
Long Short-Term Memory
inferredcites →https://doi.org/10.1201/9780203753781openalex-snapshot
Generalized Additive Models
inferredcites →https://doi.org/10.1515/itms-2017-0003openalex-snapshot
Impact of Training Set Batch Size on the Performance of Convolutional Neural Networks for Diverse Datasets
inferredcites →https://doi.org/10.20473/jisebi.7.1.42-55openalex-snapshot
An Efficient CNN Model for Automated Digital Handwritten Digit Classification
inferredcites →https://doi.org/10.21437/interspeech.2013-744openalex-snapshot
Exploring convolutional neural network structures and optimization techniques for speech recognition
inferredcites →https://doi.org/10.3390/computers5040021openalex-snapshot
A Survey of 2D Face Recognition Techniques
inferredcites →https://doi.org/10.48550/arxiv.1406.2572openalex-snapshot
Identifying and attacking the saddle point problem in high-dimensional non-convex optimization
inferredcites →https://doi.org/10.48550/arxiv.1502.03167openalex-snapshot
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
inferredcites →https://doi.org/10.48550/arxiv.1511.06434openalex-snapshot
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks
inferredcites →https://doi.org/10.48550/arxiv.1902.06853openalex-snapshot
On the Impact of the Activation Function on Deep Neural Networks Training
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