New technology can detect attempts to impersonate others through photographs from face images, amidst growing risk of fraud as biometric authentication gains popularity
Fujitsu Laboratories Ltd. announced the development of a facial recognition technology that uses conventional cameras to successfully identify efforts to spoof authentication systems. This includes impersonation attempts in which a person presents a printed photograph or an image from the internet to a camera.
Conventional technologies rely on expensive, dedicated devices like near-infrared cameras to identify telltale signs of forgery, or the user is required to move their face from side to side, which remains difficult to duplicate with a forgery. This leads to increased costs, however, and the need for additional user interaction slows the authentication process. To tackle these challenges, Fujitsu has developed a forgery feature extraction technology that detects the subtle differences between an authentic image and a forgery, as well as a forgery judgment technology that accounts for variations in appearance due to the capture environment.
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Fujitsu’s new technology ultimately makes it possible to prevent impersonation with forgeries using only face images taken at the time of authentication, enhancing security without sacrificing the convenience of face authentication and contributing to the DX (digital transformation) of operations with improved personal authentication technologies.
Growing Risk of Fraud Using Facial Images with Popularity of Biometric Authentication
While biometric authentication continues to grow in popularity, many risks remain. In some cases, when facial images are disclosed on the Internet via SNS, etc., the possibility emerges that the image may become the target of malicious users if stolen due to the loss of an ID card with a facial photograph, etc.–because of the prevalence of such images, this makes facial authentication more vulnerable than other authentication methods, such as fingerprints or palm veins.
Challenges
Smartphone screens, ID cards, and face images printed on paper vary in their appearance due to factors like reflections or blurring on a smartphone screen. It has proven difficult to determine the authenticity of a face by relying on a facial image alone because of the effects of similar fluctuations, such as reflections caused by fluorescent lights or sunlight, or blurring caused by facial movement. For this reason, special cameras like near-infrared cameras or depth cameras that measure the distance between the subject and the camera are used to catch typical signs of forgery. These methods remain imperfect, however, and lead to issues including increased costs for dedicated cameras and reduced convenience due to the addition of motion information required when using general-purpose cameras. The development of technologies that can conveniently and inexpensively detect spoofing with general-purpose cameras has become a topic of consideration.
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About the Newly Developed Technology
Fujitsu has developed a technology that can detect the impersonation of others through photographs, etc. from face images taken with a general-purpose camera. The features of the developed technology are as follows.
Forgery Feature Extraction Technology Based on Characteristics in Photographic Appearance Unique to Counterfeit
Various features characteristic of a forgery remains in images obtained by presenting the forgery to the camera, such as reflections on the terminal screen of a smartphone, and distortion of the shape of the face caused by taking a planar forgery. Fujitsu has developed a forgery feature extraction technique to express the difference between the forgery’s characteristic features and the real face as determinable values (Figure 2).
First, the face image captured by the camera is separated into various elements that exhibit the characteristic features of forgery, such as reflection elements and shape elements. Next, image processing technology is used to digitize the characteristic features of forgery for each of the separated elements, and the characteristics of each element are combined to generate a characteristic for judgment. This makes it possible to identify counterfeits without information based on user operations.
Technology for Judging Forgery in Response to Variation in Image Quality due to Capture Environment
In the past, in order to respond to variations in image appearance caused by the capture environment, a single determination model was generated by training a system with face images containing various variations using machine learning. However, the wide range of variations in the way images are taken, depending on the type of forgery, such as a smartphone screen or ID card, complicates the boundary between the real face and the forgery, making it difficult to identify the forgery even with the latest Deep Learning techniques. Therefore, Fujitsu has developed a technology that can correctly identify counterfeits by generating determination models that reduce the influence of variations by learning the categories of face images that have similar variations, such as face images taken at the office or face images taken by a window.
The development technology steps are divided into a training phase and a judgment phase. In the training phase, face images acquired in various environments are classified into categories such as window, backlight, and normally based on the capture environment, such as the intensity of light and the direction of light. Next, a judgment model is made for determining whether the target is a real face or a counterfeit with machine learning, using the decision features generated by the forgery feature extraction technology for each category (Figure 3 (a)).
In the judgment phase, in order to estimate which of the categories defined in the training phase the input image capture environment is close to, the similarity between the input image and each category is calculated dynamically. Next, in order to emphasize the result of the determination model of the category in which the input image and the environment are close to each other, a value obtained by multiplying the score indicating the authenticity output from each determination model by the weight based on the similarity with each category is used to determine whether or not the object is a fake (Figure 3 (b)).
By using these technologies, it becomes possible to identify counterfeits using only the information of face images taken by a general-purpose camera and to realize relatively convenient and inexpensive spoofing detection.
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Outcomes
Fujitsu reviewed its own evaluation data set collected in a general office environment or an environment where telework outside the office is assumed and confirmed that spoofing attempts can be detected with the same level of accuracy as before, even when there is no specified movement by a dedicated camera or a user. This makes it possible to prevent unauthorized access at a low cost without sacrificing convenience. The technology offers the potential to improve security for workers remotely accessing company systems from offsite and to contribute to the digital transformation of operations through the advancement of enhanced personal authentication technology.
Future Plans
Fujitsu aims to further improve the accuracy of its forgery detection technology with the aim of putting it into practical use by the end of the fiscal 2020 in March 2021.
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Hongzhi 황제는 “하늘을 거스르면 무엇이 좋은지 나쁜지 모릅니다! “라고 말했습니다.Hongzhi 황제는 “Qing 가족, 왜 5 년 만에 돌아 왔습니까? “라고 말했습니다.
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Tang Yin은 생각에 잠겼습니다. “그럼 감히 선생님에게 물어보십시오 …”
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Zhu Houzhao는 “이 사냥 방법으로 하루에 천 마리를 사냥할 수 있습니다. “라고 확신하지 못했습니다.
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베테랑인 이 두 사람은 한 번에 요점을 파악했습니다.
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Fang Jifan은 “전하가 왜 내 머리에 내기를 걸까요? “라고 말했습니다.
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얼굴에 친절한 미소로 말을 안고있는 Fang Jifan도 있습니다.
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왕궁에 있을 때 환관들이 잘못을 저질렀고 모두 뺨을 때렸습니다.
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몇 년 전 Fang Jifan은 이것이 불가능한 일이라고 생각했습니다.
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상대방의 Jia Qing은 “Master Qingtian …”이라고 외쳤습니다.
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Fang Jifan은 종종 Zhu Houzhao의 생각을 따라갈 수 없었습니다.Fang Jifan은 매우 진지하고 효과적인 계획이있는 것 같습니다.
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Fang Jifan은 미소를 지으며 말했습니다. “내 목사의 다섯 제자 …”
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그렇게 말씀하시며 모든 제자들과 손자들을 재빨리 이끌고 쾅 하고 사라졌다.그가 말하면서 몸을 숙이는 몸짓을 하자 Liu Wenshan이 그를 다시 일으켜 세웠습니다.
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Hongzhi 황제는 무언가를 감지하고 “진지하게 말하십시오. “라고 날카롭게 말했습니다.
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Fang Jifan은 계속해서 인내심을 갖고 미소를 지으며 말했습니다. “그래서 당신을 여기에 초대했습니다.”
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“그들은 고개 밖에서 무엇을 하고 있습니까?” Zhu Houzhao는 놀란 표정을 지었습니다.
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Hongzhi 황제는 다시 웃었습니다. “진실을 말할 수 없습니까?”
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Liu Jin은 쉰 목소리로 “전하, 이 하인은 빨리 달립니다. “라고 말했습니다.
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강남의 곡물세는 세계 곡물세의 절반을 차지한다.
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Fang Jifan은 “전문가”라고 엄숙하게 고개를 끄덕였습니다.
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처음에 그는 이것이 의도적으로 왕자의 배후 계획일지도 모른다고 생각했습니다.
판다스 포춘
Zhu Houzhao는 “서둘러 옷을 입혀주세요. 아직도 뭐하고 계세요? “라고 말했습니다.
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하지만 … Zhu Houzhao의 입에서 Fang Jifan은 이상하게 느껴졌습니다.
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높은 연단 아래에서 황실 근위병들이 소리치기 시작했다: “도와줘, 도와줘…”
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에그슬롯
그리고 Zhu Houzhao는 눈을 가늘게 뜨지 않고 점차 약간의 느낌을 찾았습니다.
북 오브 데드
Zhu Zaimo는 놀라며 말했습니다. “제발…제발…선생님을 만나보세요…”
피망 슬롯
Hongzhi 황제는 누군가가 세단 의자를 들어 올리도록 서두르지 않고 갑자기 “Xiao Banban”이라고 말했습니다.
리액툰즈
Hongzhi 황제는 일어 서서 Chen Jingye와 다른 사람들에게 승인하여 고개를 끄덕였습니다.
슬롯 모아 무료
시산 사람들은 왜 그들이 만들 수 없는 총기를 만들 수 있습니까?
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Fang Jifan은 얼굴이 빨개졌고 매우 순수한 사람입니다.
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그가 화를 내며 황제에게 잡혀 구타를 당했다면 그 효과는 더욱 두드러졌을 것이다.
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왕세자 전하와 송곳니 선장이 서로 꼬집을 수 있다면 계산할 수 있습니까?
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Dowager 황후의 생일을 축하하기 전에 Longquan Temple에 가고 싶습니까?
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Su Yue는 고개를 저으며 말을 계속하지 않고 계속해서 고개를 숙이고 약을 먹었습니다.
슬롯 쿠폰
한린학원 전체가 패닉에 빠졌어요.
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“Tianzi Yijue”는 그것을 매우 싫어했고 군주와 장관으로 대체되었습니다.
백화점 토토
Hongzhi 황제는 “이 빨간색 …”이라는 마음의 흥분을 억누르며 얼굴을 낮추었습니다.
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그러나 물건을 사고자 하는 사람은 누구나 여기에 간판을 걸게 할 용의가 있습니다.
번개 슬롯
“아!” 누군가가 그의 이마를 때렸다.
스포츠 베팅 사이트
그렇게 말하며 Fang Jifan은 소매에서 쪽지를 꺼내 Shen Ao에게 건넸습니다.
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Zhu Zaimo는 Jia Qing을보고 “이것이 Jia Qing의 광채입니다. “라고 말했습니다.
더 그레이트 피그비 메가페이
Hongzhi 황제는 더 이상 가만히 앉아있을 수 없었고 불평을 금할 수 없었습니다.
오공 슬롯
이것은 정말로 전설입니다… 다른 가족의 아이입니다.
슬롯 사이트
대신 그는 여기에서 Fang Jifan과 왕자와 함께 뒤척였습니다.
인터넷 슬롯
이제 Jin Yiwei의 Tiqi는 철회되었으며 모든 준비는 스파이입니다.이제 루손과 다밍은 바다를 사이에 두고 떨어져 있고, 가족들의 소식도 없다.
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Fang Jifan은 일찍 Tianjin Wei에서 Fang Jinglong을 기다리라는 명령을 받았습니다.
온라인 슬롯 사이트 추천
이 시선에 모두의 숨이 멈춘 것 같았다.
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Zhu Houzhao는 기뻐했습니다. “용감한 것이 좋습니다. 이제 내 아들이 갈 것입니다.”
모바일 슬롯 머신
Hongzhi 황제는 눈을 가늘게 뜨고 아무 말도하지 않았으며 그의 얼굴은 끔찍했습니다.
슬롯 무료 쿠폰
분명히 안내서의 이야기는 모든 사람이 인정했습니다.
카지노 슬롯
Zhu Houzhao는 호기심으로 가득 차 있었고 기념관에서 무엇을 연주하는지 알고 싶었습니다.
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