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MFR 2021: Masked Face Recognition Competition [article]

Fadi Boutros, Naser Damer, Jan Niklas Kolf, Kiran Raja, Florian Kirchbuchner, Raghavendra Ramachandra, Arjan Kuijper, Pengcheng Fang, Chao Zhang, Fei Wang, David Montero, Naiara Aginako (+23 others)
<span title="2021-06-29">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
This paper presents a summary of the Masked Face Recognition Competitions (MFR) held within the 2021 International Joint Conference on Biometrics (IJCB 2021).  ...  The competition is designed to motivate solutions aiming at enhancing the face recognition accuracy of masked faces.  ...  Conclusion Driven by the pandemic-driven use of facial masks, the Masked Face Recognition Competitions (MFR 2021) was organized to motivate and evaluate face recognition solutions specially designed to  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2106.15288v1">arXiv:2106.15288v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mhqv5rpj3bhcpbpllhyjnqjbia">fatcat:mhqv5rpj3bhcpbpllhyjnqjbia</a> </span>
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2021 International Joint Conference on Biometrics (IJCB 2021) - Event schedule [Table of Contents]

<span title="">2021</span> <i title="IEEE"> 2021 IEEE International Joint Conference on Biometrics (IJCB) </i> &nbsp;
Prerequisites: The tutorial requires basic knowledge in graduate-level pattern recognition and computer vision.  ...  To name a few, facial recognition and analysis methods may be subject to bias and uncertainty, biometrics systems can be failed under adversarial attacks, imagery of people can maliciously tamper, and  ...  He won the competition of facial micro-expression recognition in FG-2017, won the 300-w face landmark localization held in ICCV-2013, won the face liveness detection in ICB-2011 and 2013.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/ijcb52358.2021.9521653">doi:10.1109/ijcb52358.2021.9521653</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/cywo2fo27rauvbpxdj5qx7ykui">fatcat:cywo2fo27rauvbpxdj5qx7ykui</a> </span>
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Masked Face Recognition Challenge: The WebFace260M Track Report [article]

Zheng Zhu and Guan Huang and Jiankang Deng and Yun Ye and Junjie Huang and Xinze Chen and Jiagang Zhu and Tian Yang and Jia Guo and Jiwen Lu and Dalong Du and Jie Zhou
<span title="2021-08-16">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Due to the sudden outbreak of the epidemic, there are yet no publicly available real-world masked face recognition (MFR) benchmark.  ...  To cope with the above-mentioned issue, we organize the Face Bio-metrics under COVID Workshop and Masked Face Recognition Challenge in ICCV 2021.  ...  Conclusion To address the MFR problem during epidemic, we organize the Face Bio-metrics under COVID Workshop and Masked Face Recognition Challenge in ICCV 2021.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2108.07189v1">arXiv:2108.07189v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/bntxvgiwzzeungzpl675oijmny">fatcat:bntxvgiwzzeungzpl675oijmny</a> </span>
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Masked Face Recognition Using Deep Learning: A Review

Ahmad Alzu'bi, Firas Albalas, Tawfik AL-Hadhrami, Lojin Bani Bani Younis, Amjad Bashayreh
<span title="2021-10-31">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ikdpfme5h5egvnwtvvtjrnntyy" style="color: black;">Electronics</a> </i> &nbsp;
A large number of intelligent models for masked face recognition (MFR) has been recently presented and applied in various fields, such as masked face tracking for people safety or secure authentication  ...  Therefore, recognizing and authenticating people wearing masks will be a long-established research area, and more efficient methods are needed for real-time MFR.  ...  A demonstration of research efforts on MFR from 2016 to 2021. Figure 2 . 2 Figure 2. A pictorial representation of the masked face recognition framework. Figure 3 . 3 Figure 3.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/electronics10212666">doi:10.3390/electronics10212666</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4j3p2it4prd7tk7spurenne2uq">fatcat:4j3p2it4prd7tk7spurenne2uq</a> </span>
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My Eyes Are Up Here: Promoting Focus on Uncovered Regions in Masked Face Recognition [article]

Pedro C. Neto, Fadi Boutros, João Ribeiro Pinto, Mohsen Saffari, Naser Damer, Ana F. Sequeira, Jaime S. Cardoso
<span title="2021-08-18">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this work, we address the challenge of masked face recognition (MFR) and focus on evaluating the verification performance in FRS when verifying masked vs unmasked faces compared to verifying only unmasked  ...  The recent Covid-19 pandemic and the fact that wearing masks in public is now mandatory in several countries, created challenges in the use of face recognition systems (FRS).  ...  Other initiatives were also incited by the lack of systems capable of handling this task, such as the "Competition on Masked Face Recognition" (IJCB-MFR-2021 [Bo21b] ) and "The International Workshop  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2108.00996v3">arXiv:2108.00996v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7k7vsehh45adrim52wl54bq4iq">fatcat:7k7vsehh45adrim52wl54bq4iq</a> </span>
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FocusFace: Multi-task Contrastive Learning for Masked Face Recognition [article]

Pedro C. Neto, Fadi Boutros, João Ribeiro Pinto, Naser Damer, Ana F. Sequeira, Jaime S. Cardoso
<span title="2021-11-01">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
face recognition tasks.  ...  Face recognition methods struggle to perform identity verification with similar accuracy on masked and unmasked individuals.  ...  The latter was also used to evaluate the solutions of the International Joint Conference on Biometrics (IJCB 2021) competition on masked face recognition.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2110.14940v2">arXiv:2110.14940v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/bcnidwe5p5cmbbucgnlh35jkz4">fatcat:bcnidwe5p5cmbbucgnlh35jkz4</a> </span>
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Masked Face Recognition Challenge: The InsightFace Track Report [article]

Jiankang Deng and Jia Guo and Xiang An and Zheng Zhu and Stefanos Zafeiriou
<span title="2021-08-18">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this workshop, we organize Masked Face Recognition (MFR) challenge and focus on bench-marking deep face recognition methods under the existence of facial masks.  ...  During the COVID-19 coronavirus epidemic, almost everyone wears a facial mask, which poses a huge challenge to deep face recognition.  ...  By using the proposed test data, we organized the In-sightFace track in Masked Face Recognition Challenge (ICCV 2021).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2108.08191v1">arXiv:2108.08191v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qngfnp6csbgide6ozw2fzxf2w4">fatcat:qngfnp6csbgide6ozw2fzxf2w4</a> </span>
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The Effect of Wearing a Face Mask on Face Image Quality [article]

Biying Fu, Florian Kirchbuchner, Naser Damer
<span title="2021-11-02">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
However, face masks affect the performance of face recognition, since a large area of the face is covered.  ...  This aims at providing better understanding on the effect of face masks on the operation of face recognition as a whole system.  ...  /fdbtrs/MFR C.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2110.11283v4">arXiv:2110.11283v4</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/nbhulmr63vbhbo6slstaku7sxi">fatcat:nbhulmr63vbhbo6slstaku7sxi</a> </span>
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WebFace260M: A Benchmark for Million-Scale Deep Face Recognition [article]

Zheng Zhu, Guan Huang, Jiankang Deng, Yun Ye, Junjie Huang, Xinze Chen, Jiagang Zhu, Tian Yang, Dalong Du, Jiwen Lu, Jie Zhou
<span title="2022-04-21">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
For a comprehensive evaluation of face matchers, three recognition tasks are performed under standard, masked and unbiased settings, respectively.  ...  The proposed benchmark shows enormous potential on standard, masked and unbiased face recognition scenarios. Our WebFace260M website is https://www.face-benchmark.org.  ...  ), Masked Face Recognition (MFR), and Unbiased Face Recognition (UFR).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2204.10149v1">arXiv:2204.10149v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/r2dehwfwefhdrnx6emxnxsrayq">fatcat:r2dehwfwefhdrnx6emxnxsrayq</a> </span>
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A Survey on Masked Facial Detection Methods and Datasets for Fighting Against COVID-19

Bingshu Wang, Jiangbin Zheng, C. L. Philip Chen
<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/a7rojg3f6ber3gyysln5mjfyuq" style="color: black;">IEEE Transactions on Artificial Intelligence</a> </i> &nbsp;
The coronavirus epidemics have forced people wear masks to counteract the transmission of virus, which also brings difficulties to monitor large groups of people wearing masks.  ...  In this paper, we primarily focus on the AI techniques of masked facial detection and related datasets.  ...  A competition of masked face recognition held at 2021 International Joint Conference on Biometrics (IJCB-MFR-2021) [151] attracted many participators around the world to submit their solutions [152]-  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tai.2021.3139058">doi:10.1109/tai.2021.3139058</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/e6dxu62lrjhzvcscunynybkuga">fatcat:e6dxu62lrjhzvcscunynybkuga</a> </span>
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Comparative Analysis of Machine Learning Based Approaches for Face Detection and Recognition

Ratnesh Kumar Shukla, Arvind Kumar Tiwari
<span title="">2021</span> <i title="University of Tehran"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/hut4s3ruhba75asfsgz3e7feuu" style="color: black;">Journal of Information Technology Management</a> </i> &nbsp;
This also solved a problem related to the face that occurs in the identification and recognition of the face.  ...  It is also noted that the combination of a machine learning approach with multiple image-based dataset increases the efficiency of the classifier to predict knowledge related to face detection and recognition  ...  This framework is able to achieve very competitive results. (Tulyakov, Jeni, Cohn, & Sebe, 2017) proposed a regression forest algorithm for detecting the problem of face detection and recognition.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.22059/jitm.2021.80022">doi:10.22059/jitm.2021.80022</a> <a target="_blank" rel="external noopener" href="https://doaj.org/article/3213557ac0204210afd8549f09b35443">doaj:3213557ac0204210afd8549f09b35443</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pni2opwuhbfe3ejctadn5d5qau">fatcat:pni2opwuhbfe3ejctadn5d5qau</a> </span>
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The Elements of End-to-end Deep Face Recognition: A Survey of Recent Advances [article]

Hang Du, Hailin Shi, Dan Zeng, Xiao-Ping Zhang, Tao Mei
<span title="2021-12-27">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Given a natural image or video frame as input, an end-to-end deep face recognition system outputs the face feature for recognition.  ...  Face recognition is one of the most popular and long-standing topics in computer vision.  ...  MAFA [61] is a masked face detection benchmark with various orientations and occlusion degrees.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2009.13290v4">arXiv:2009.13290v4</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vlconzbbyzee5g3s7xnbjgv3ey">fatcat:vlconzbbyzee5g3s7xnbjgv3ey</a> </span>
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Graph Neural Networks: Methods, Applications, and Opportunities [article]

Lilapati Waikhom, Ripon Patgiri
<span title="2021-09-08">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
It has solved many problems in the domains of computer vision, speech recognition, natural language processing, and various other tasks with state-of-the-art performance.  ...  Masked Feature Regression. The Masked Feature Regression (MFR) category of pretext task comes from the field of computer vision, precisely the task of the image inpainting inspired it [195] .  ...  Publication date: 2021.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2108.10733v2">arXiv:2108.10733v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/j3rfmkiwenebvmfyboasjmx4nu">fatcat:j3rfmkiwenebvmfyboasjmx4nu</a> </span>
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Meta-SE: A meta-learning framework for few-shot speech enhancement

Weili Zhou, Mingliang Lu, Ruijie Ji
<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/q7qi7j4ckfac7ehf3mjbso4hne" style="color: black;">IEEE Access</a> </i> &nbsp;
[35] proposed a metalearning face recognition (meta face recognition, MFR) method, and the experimental results proved that the method is optimal in cross-racial and cross-scene tests, which greatly  ...  And it has gradually drawn much attention in speech recognition [20] , audio event recognition [21, 33] , text-to-speech [22] , speaker recognition [23] and other areas of speech signal processing  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2021.3066609">doi:10.1109/access.2021.3066609</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kjdirvjkwbgmbayngkx7dreq5q">fatcat:kjdirvjkwbgmbayngkx7dreq5q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210718013648/https://ieeexplore.ieee.org/ielx7/6287639/6514899/09380680.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/34/03/34038cf5d0d9c3832e210f2a35e7c9fd0dadc4eb.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2021.3066609"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> ieee.com </button> </a>

Masked Faces with Faced Masks [article]

Jiayi Zhu and Qing Guo and Felix Juefei-Xu and Yihao Huang and Yang Liu and Geguang Pu
<span title="2022-04-12">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Modern face recognition systems (FRS) still fall short when the subjects are wearing facial masks, a common theme in the age of respiratory pandemics.  ...  Second, we further equip the DM with the adversarial noise attack and propose the adversarial noise Delaunay-based masking method (AdvNoise-DM) that can fool the face recognition and mask detection effectively  ...  Recently, Masked Face Recognition Competition (MFR 2021) [3] was held to promote masked face recognition accuracy.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2201.06427v2">arXiv:2201.06427v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/sux4kxxykzej3bg33lzwvmq2ey">fatcat:sux4kxxykzej3bg33lzwvmq2ey</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220422053847/https://arxiv.org/pdf/2201.06427v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/14/52/14529abeb59eb28ee9680a5b958d171589c595d3.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2201.06427v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>
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