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Deep learning-based models have been very successful in achieving state-of-the-art results in many of the computer vision, speech recognition, and natural language processing tasks in the last few years.
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Stacked denoising autoencoders: Learning useful representations in a deep network with a local denoising criterion
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The west pomeranian university of technology ear database–a tool for testing biometric algorithms
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Deep learning networks for off-line handwritten signature recognition
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Towards pose robust face recognition
Dong Yi, Zhen Lei, and Stan Z Li · 2013
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Recognizing gaits across views through correlated motion co-clustering
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Multi-siamese networks to accurately match contactless to contact-based fingerprint images
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Towards more accurate iris recognition using deeply learned spatially corresponding features
Zijing Zhao and Ajay Kumar · 2017
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Training convolutional neural networks with limited training data for ear recognition in the wild
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Generative adversarial nets
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Learning a deep convolutional network for image super-resolution
Chao Dong, Chen Change Loy, Kaiming He, and Xiaoou Tang · 2014
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Visualizing and understanding convolutional networks
Matthew D Zeiler and Rob Fergus · 2014
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Very deep convolutional networks for large-scale image recognition
Karen Simonyan and Andrew Zisserman · 2014
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Learning face representation from scratch
Dong Yi, Zhen Lei, Shengcai Liao, and Stan Z Li · 2014
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Deepface: Closing the gap to human-level performance in face verification
Yaniv Taigman, Ming Yang, Marc’Aurelio Ranzato, and Lior Wolf · 2014
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Fevziye Irem Eyiokur, Dogucan Yaman, and Hazım Kemal Ekenel · 2017
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The unconstrained ear recognition challenge
Ziga Emersic, Dejan Stepec, Vitomir Struc, Peter Peer, Anjith George, Adii Ahmad, Elshibani Omar, Terranee E Boult, Reza Safdaii, Yuxiang Zhou, et al · 2017
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Training convolutional neural networks with limited training data for ear recognition in the wild
Ziga Emersic, Dejan Stepec, Vitomir Struc, and Peter Peer · 2017
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Speaker diarization using deep neural network embeddings
Daniel Garcia-Romero, David Snyder, Gregory Sell, Daniel Povey, and Alan McCree · 2017
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Voxceleb: a large-scale speaker identification dataset
Arsha Nagrani, Joon Son Chung, and Andrew Zisserman · 2017
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End-to-end text-independent speaker verification with triplet loss on short utterances
Chunlei Zhang and Kazuhito Koishida · 2017
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Learning features for offline handwritten signature verification using deep convolutional neural networks
Luiz G Hafemann, Robert Sabourin, and Luiz S Oliveira · 2017
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Improved gait recognition based on specialized deep convolutional neural network
Munif Alotaibi and Ausif Mahmood · 2017
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Multi-gait recognition based on attribute discovery
Xin Chen, Jian Weng, Wei Lu, and Jiaming Xu · 2017
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Marginal loss for deep face recognition
Jiankang Deng, Yuxiang Zhou, and Stefanos Zafeiriou · 2017
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Deepgait: a learning deep convolutional representation for view-invariant gait recognition using joint bayesian
Chao Li, Xin Min, Shouqian Sun, Wenqian Lin, and Zhichuan Tang · 2017
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Advanced biometrics
David Zhang, Guangming Lu, and Lei Zhang · 2018
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Generating talking face landmarks from speech
Sefik Eskimez, Ross K Maddox, Chenliang Xu, and Zhiyao Duan · 2018
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Fake faces identification via convolutional neural network
Huaxiao Mo, Bolin Chen, and Weiqi Luo · 2018
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Exposing deepfake videos by detecting face warping artifacts
Yuezun Li and Siwei Lyu · 2018
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Hybrid rough neural network model for signature recognition
Mohamed Elhoseny, Amir Nabil, Aboul Hassanien, and Diego Oliva · 2018
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Deep face recognition: A survey
Mei Wang and Weihong Deng · 2018
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Tadas Baltrusaitis, Chaitanya Ahuja, and Louis-Philippe Morency · 2018
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Iarpa janus benchmark-c: Face dataset and protocol
Brianna Maze, Jocelyn Adams, James A Duncan, Nathan Kalka, Tim Miller, Charles Otto, Anil K Jain, W Tyler Niggel, Janet Anderson, Jordan Cheney, et al · 2018
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Disguised faces in the wild
Vineet Kushwaha, Maneet Singh, Richa Singh, Mayank Vatsa, Nalini Ratha, and Rama Chellappa · 2018
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Additive margin softmax for face verification
Feng Wang, Jian Cheng, Weiyang Liu, and Haijun Liu · 2018
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Cosface: Large margin cosine loss for deep face recognition
Hao Wang, Yitong Wang, Zheng Zhou, Xing Ji, Dihong Gong, Jingchao Zhou, Zhifeng Li, and Wei Liu · 2018
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Ring loss: Convex feature normalization for face recognition
Yutong Zheng, Dipan K Pal, and Marios Savvides · 2018
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Contactless and partial 3d fingerprint recognition using multi-view deep representation
Chenhao Lin and Ajay Kumar · 2018
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Deep finger texture learning for verifying people
Raid Omar, Tingting Han, Saadoon AM Al-Sumaidaee, and Taolue Chen · 2018
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Finger-gan: Generating realistic fingerprint images using connectivity imposed gan
Shervin Minaee and Amirali Abdolrashidi · 2018
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Altered fingerprints: Detection and localization
Elham Tabassi, Tarang Chugh, Debayan Deb, and Anil K Jain · 2018
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Convolutional neural network-based feature extraction for iris recognition
Maram Alaslani and Lamiaa Elrefaei · 2018
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Iris biometrics using deep convolutional networks
Hrishikesh Menon and Anirban Mukherjee · 2018
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Iris-gan: Learning to generate realistic iris images using convolutional gan
Shervin Minaee and Amirali Abdolrashidi · 2018
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2d and 3d palmprint recognition using deep learning method
Djamel Samai, Khaled Bensid, Abdallah Meraoumia, Abdelmalik Taleb-Ahmed, and Mouldi Bedda · 2018
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Palmprint recognition using siamese network
Dexing Zhong, Yuan Yang, and Xuefeng Du · 2018
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Deep region of interest and feature extraction models for palmprint verification using convolutional neural networks transfer learning
Mahdieh Izadpanahkakhk, Seyyed Razavi, Mehran Gorjikolaie, Seyyed Zahiri, and Aurelio Uncini · 2018
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Palmprint gender classification by convolutional neural network
Zhihuai Xie, Zhenhua Guo, and Chengshan Qian · 2018
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Unconstrained ear recognition using deep neural networks
Samuel Dodge, Jinane Mounsef, and Lina Karam · 2018
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Towards accessories-aware ear recognition
Žiga Emeršič, Nil Oleart Playà, Vitomir Štruc, and Peter Peer · 2018
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Learning pairwise svm on hierarchical deep features for ear recognition
Ibrahim Omara, Xiaohe Wu, Hongzhi Zhang, Yong Du, and Wangmeng Zuo · 2018
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Employing fusion of learned and handcrafted features for unconstrained ear recognition
Earnest E Hansley, Maurício Pamplona Segundo, and Sudeep Sarkar · 2018
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Voice war: Hey google vs. alexa vs. siri
David B Yoffie, Liang Wu, Jodie Sweitzer, Denzil Eden, and Karan Ahuja · 2018
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Voxceleb2: Deep speaker recognition
Joon Son Chung, Arsha Nagrani, and Andrew Zisserman · 2018
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Learning speaker representations with mutual information
Mirco Ravanelli and Yoshua Bengio · 2018
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X-vectors: Robust dnn embeddings for speaker recognition
David Snyder, Daniel Garcia-Romero, Gregory Sell, Daniel Povey, and Sanjeev Khudanpur · 2018
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Generalized end-to-end loss for speaker verification
Li Wan, Quan Wang, Alan Papir, and Ignacio Lopez Moreno · 2018
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Robust and discriminative speaker embedding via intra-class distance variance regularization
Nam Le and Jean-Marc Odobez · 2018
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Exploring recurrent neural networks for on-line handwritten signature biometrics
Ruben Tolosana, Ruben Vera-Rodriguez, Julian Fierrez, and Javier Ortega-Garcia · 2018
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Deep learning based gait recognition using smartphones in the wild
Qin Zou, Yanling Wang, Yi Zhao, Qian Wang, Chao Shen, and Qingquan Li · 2018
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Fingerprint classification using a deep convolutional neural network
Bhavesh Pandya, Georgina Cosma, Ali A Alani, Aboozar Taherkhani, Vinayak Bharadi, and TM McGinnity · 2018
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Frame-level speaker embeddings for text-independent speaker recognition and analysis of end-to-end model
Suwon Shon, Hao Tang, and James Glass · 2018
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Exploring the encoding layer and loss function in end-to-end speaker and language recognition system
Weicheng Cai, Jinkun Chen, and Ming Li · 2018
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Attentive statistics pooling for deep speaker embedding
Koji Okabe, Takafumi Koshinaka, and Koichi Shinoda · 2018
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Unified hypersphere embedding for speaker recognition
Mahdi Hajibabaei and Dengxin Dai · 2018
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A writer-independent approach for offline signature verification using deep convolutional neural networks features
Victor LF Souza, Adriano LI Oliveira, and Robert Sabourin · 2018
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Deep learning for biometrics: a survey
Kalaivani Sundararajan and Damon L Woodard · 2018
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Arcface: Additive angular margin loss for deep face recognition
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