Apr 1, 2024 · For liveness detection, it can be concluded that CNN based method could be used to classify live and fake faces with a promising result. Therefore, in this study, a lightweight CNN liveness detection model that can be implemented on an attendance system using Raspberry Pi will be proposed. For the face detection and face recognition …The pod descriptor defines an httpGet liveness probe, which tells Kubernetes to periodically perform HTTP Get requests on path /healthz on Port 8080 to determine if the container is still healthy. The periodSeconds field specifies that the kubelet should perform a liveness probe every 3 seconds. The initialDelaySeconds field tells the …Configuring Liveness Probes. Create the YAML Configuration for the Liveness Probe. Open your preferred text editor and create a YAML file for your Kubernetes deployment or pod. In the container specification section, add the liveness probe configuration. Choose between HTTP, TCP, or command probes based on your application needs.1. You can try one of the scenarios of our solution (from the user’s point of view) online right now in the web demo section. 2. You can get a personal account to test our solutions’ integration into your program code after an online meeting. We will demonstrate our solutions according to your scenarios and answer your technical questions ...Jan 27, 2024 · However, since Spring Boot 2.3.2, this property is deprecated due to configuration confusion. If we work with Spring Boot 2.3.2, we can use the new properties to enable liveness and readiness probes: management.endpoint.health.probes.enabled=true. management.health.livenessState.enabled=true. Definitions of liveness. noun. the property of being animated; having animal life as distinguished from plant life. synonyms: aliveness, animateness. see more. Live-variable analysis. In compilers, live variable analysis (or simply liveness analysis) is a classic data-flow analysis to calculate the variables that are live at each point in the program. A variable is live at some point if it holds a value that may be needed in the future, or equivalently if its value may be read before the next time the ... Facial recognition with Active Liveness Detection technology . Face matching 1:1 between portrait images from a document data page, embedded electronic chip, selfie, external database. Face identification 1:N of an image against a database of faces you utilize. Extended face attributes retrieval (age, emotions, hats, glasses, masks, etc.) Amazon Rekognition Face Liveness analyzes a short selfie video to detect spoofs presented to the camera, such as printed photos, digital photos, digital videos, or 3D masks, as well as spoofs that bypass the camera, such as pre-recorded or deepfake videos. Face Liveness is a fully managed feature that can be easily added to your React web ... Liveness. The notion of liveness is fundamental for the detection and avoidance of deadlocks. A transition t is live with respect to a marking μ 0 if for each μ ∈ R ( N, μ 0) there exists a firing sequence σ such that μ enables t. A net system is live with respect to the initial marking if every transition is live. Nov 13, 2023 · Liveness Probe—indicates if the container is operating. If so, no action is taken. If not, the kubelet kills and restarts the container. Learn more in our guide to Kubernetes liveness probes. Readiness Probe—indicates whether the application running in the container is ready to accept requests. If so, Services matching the pod are allowed ... LIVELINESS definition: 1. the quality of being interesting and exciting: 2. the quality of being full of energy and…. Learn more.Liveness is the quality or state of being live, especially the reverberant quality of a room. Learn more about the word history, usage, and related terms of liveness from Merriam …Jan 24, 2024 · Abstract ¶. This document introduces data flow analysis in an informal way. The goal is to give the reader an intuitive understanding of how it works, and show how it applies to a range of refactoring and bug finding problems. Data flow analysis is a well-established technique; it is described in many papers, books, and videos.Active liveness detection operates with precision and attentiveness, crucial for robust biometric authentication. It captures multiple images (at least two) of the user in motion, often requiring facial movements. Advanced artificial intelligence (AI) capabilities analyse and confirm the identity of a real person.Sep 20, 2023 · 5. Now, change the liveness probe port to 3000 in your deployment.yml file, as shown below, to check how a failed liveness probe detects unhealthy pods. The container directs traffic to port 80. Using other ports like 3000 will change the container port to a non-exciting port. The Kubernetes liveness probe should fail to check a valid traffic ... Feb 6, 2024 · Kubernetes continuously monitors the health of containers inside the pods using the livenessProbe and the readinessProbe. The livenessProbe serves as a diagnostic check to confirm if the container is alive. On the other hand, readinessProbe ensures that the container is healthy to serve incoming traffic. When the livenessProbe fails, … Liveness is a noun that has four meanings in different fields, such as acoustics and computing. It is formed by derivation from live and -ness, and has been used since the 1890s. Learn more about its usage, pronunciation and origin from OED. Scope: This document establishes terms and definitions in the field of biometric liveness detection and identifies characteristics of lifeless attacks and liveness detection methods, with analysis of lifeless attack instruments (LAIs). In addition, this document specifies liveness detection process and metrics. The following is outside of the scope of this … Oz Liveness is a leading facial recognition and authentication software used by private and public organizations across the globe to lower the risk of biometric fraud by preventing deepfake and spoofing attacks with 100% accuracy, validated by the industry’s most rigorous testing standard, ISO 30107 certification. 6 days ago · After the liveness probe is configured, and any startup probe is successful, Cloud Run makes a health check request to the service. If a liveness probe does not succeed within the specified time (failureThreshold * periodSeconds), the container is shut down using a SIGKILL signal. After the container is shut down, Cloud Run autoscaling starts ... Alas, verifying liveness properties is computationally expensive and in some cases undecidable. Existing verification techniques do not scale to verify such properties. In this work, we provide a compositional programming abstraction that decouples reachability from stateful network functions. We then model the behavior of the programs ...Amazon Rekognition Liveness Detection in Angular. AWS recently launched the Amazon Rekognition Face Liveness feature. This new feature helps deter fraud in facial verification. With AWS Amplify you could easily plug Face liveness detection on your Android/IOS/Browser. It currently supports the below frameworks:It got fixed, actual issue is due to deployment.yml file, liveness and readyness probes are mapped to 8090 but start probe was mapped to 8080 by the team. Due to this deployment got failed. Share. Improve this answer. Follow answered Jul 17, 2023 at 13:48. Sat Sat. 3,970 10 10 ...Sep 27, 2022 · 存活探针. Kubernetes提供了自愈的能力，具体就是能感知到容器崩溃，然后能够重启这个容器。. 但是有时候例如Java程序内存泄漏了，程序无法正常工作，但是JVM进程却是一直运行的，对于这种应用本身业务出了问题的情况，Kubernetes提供了Liveness Probe机制，通过 ...Nov 28, 2023 · Liveness配置 一种探测容器状态的探针，探测应用是否处于健康状态。如果不健康，则删除并重建容器。更多信息，请参见Pod Lifecycle。Readiness配置 一种探测容器状态的探针，探测应用是否启动完成并且处于正常服务状态。如果不正常，则更新容器的状态。LIVELINESS definition: 1. the quality of being interesting and exciting: 2. the quality of being full of energy and…. Learn more.This page shows how to configure liveness, readiness and startup probes for containers. The kubelet uses liveness probes to know when to restart a container. …Liveness command. This deployment defines a livenessProbe that supports an exec liveness command that acts as the liveness check. If this command exits with a non-zero value, the container is killed and restarted, signaling the healthy file could not be found. If this command exits successfully with exit code 0, no action is taken.The following diagrams detail how Amazon Rekognition Face Liveness operates regarding the feature's architecture and sequence of operations: The Face Liveness check process involves several steps as outlined in the following: The user initiates a Face Liveness check in the Client App. The Client App calls the customer's backend, which in turn ...Yoti’s MyFace solution is NIST Level 2 approved with 100% attack detection. Why liveness is important for verification and authentication. The difference between active and passive liveness. Age, gender and skin tone bias minimised. Read our latest white paper on liveness to learn how Yoti’s MyFace liveness solution can help defeat ...Liveness and Readiness probes are Kubernetes capabilities that enable teams to make their containerised applications more reliable and robust. However, if used inappropriately they can result in none of the intended benefits, and can actually make a microservice based application unstable. The purpose of each probe is quite simple and …In this tutorial, you will explore Kubernetes liveness probe through examples to let Kubernetes know if a Pod is alive. Probes are the stability guardians of …Sep 20, 2023 · 5. Now, change the liveness probe port to 3000 in your deployment.yml file, as shown below, to check how a failed liveness probe detects unhealthy pods. The container directs traffic to port 80. Using other ports like 3000 will change the container port to a non-exciting port. The Kubernetes liveness probe should fail to check a valid traffic ... Liveness Probe TCP Socket is a part of Kubernetes, thanks to which you can control the health of the pods. If it is possible to open in the container, the specified port of the container can be considered healthy, otherwise, the status failure will be returned. In this article, I will show you an example of using Kubernetes Liveness Probe TCP ...In compilers, live variable analysis (or simply liveness analysis) is a classic data-flow analysis to calculate the variables that are live at each point in the program. A variable is …We study liveness and model checking problems for broadcast networks, a system model of identical clients communicating via message passing. The first problem that we consider is Liveness Verification. It asks whether there is a computation such that one clients visits a final state infinitely often. The complexity of the problem has been open. It … BioID’s anti-spoofing technology is a vital part of the standard specifications for fraud prevention, including deepfake detection. BioID’s certified liveness detection is compliant with the standard for Remote Identity Verification Providers (PVID) as published by ANSSI (The National Information Systems Security Agency). Liveness probes check if the pod is healthy, and if the pod is deemed unhealthy, it will trigger a restart; this action is different than the action of Readiness Probes I discussed in my previous post. Let's look at the components of the probes and dive into how to configure and troubleshoot Liveness Probes.Jan 27, 2024 · However, since Spring Boot 2.3.2, this property is deprecated due to configuration confusion. If we work with Spring Boot 2.3.2, we can use the new properties to enable liveness and readiness probes: management.endpoint.health.probes.enabled=true. management.health.livenessState.enabled=true. Sep 27, 2022 · 存活探针. Kubernetes提供了自愈的能力，具体就是能感知到容器崩溃，然后能够重启这个容器。. 但是有时候例如Java程序内存泄漏了，程序无法正常工作，但是JVM进程却是一直运行的，对于这种应用本身业务出了问题的情况，Kubernetes提供了Liveness Probe机制，通过 ...6 days ago · Configure a Liveness Check. Configuring a Liveness Check in Connected Mode. Flex Gateway includes the following CLI command to test gateway health: flexctl probe --check=liveness. If the Flex Gateway instance is running normally, the command returns an exit code of 0. Otherwise, the gateway is unhealthy and the command returns …Active liveness checks involve prompting the user to perform specific actions, such as blinking, smiling, or moving their head, to ensure their physical presence during the authentication process. Passive liveness checks, on the other hand, utilize advanced algorithms to analyze subtle facial movements and detect signs of life without requiring … Amazon Rekognition Face Liveness analyzes a short selfie video to detect spoofs presented to the camera, such as printed photos, digital photos, digital videos, or 3D masks, as well as spoofs that bypass the camera, such as pre-recorded or deepfake videos. Face Liveness is a fully managed feature that can be easily added to your React web ... What does the noun liveness mean? There are four meanings listed in OED's entry for the noun liveness . See ‘Meaning & use’ for definitions, usage, and quotation evidence. Liveness. A concurrent application's ability to execute in a timely manner is known as its liveness. This section describes the most common kind of liveness problem, deadlock, and goes on to briefly describe two other liveness problems, starvation and livelock. Scope: This document establishes terms and definitions in the field of biometric liveness detection and identifies characteristics of lifeless attacks and liveness detection methods, with analysis of lifeless attack instruments (LAIs). In addition, this document specifies liveness detection process and metrics. The following is outside of the scope of this …Configuring Liveness Probes. Create the YAML Configuration for the Liveness Probe. Open your preferred text editor and create a YAML file for your Kubernetes deployment or pod. In the container specification section, add the liveness probe configuration. Choose between HTTP, TCP, or command probes based on your application needs.6 days ago · After the liveness probe is configured, and any startup probe is successful, Cloud Run makes a health check request to the service. If a liveness probe does not succeed within the specified time (failureThreshold * periodSeconds), the container is shut down using a SIGKILL signal. After the container is shut down, Cloud Run autoscaling starts ... Deep Learning meets Liveness Detection: Recent Advancements and Challenges. Arian Sabaghi, Marzieh Oghbaie, Kooshan Hashemifard, Mohammad Akbari. Facial biometrics has been recently received tremendous attention as a convenient replacement for traditional authentication systems. Consequently, detecting malicious …Amazon Rekognition Liveness Detection in Angular. AWS recently launched the Amazon Rekognition Face Liveness feature. This new feature helps deter fraud in facial verification. With AWS Amplify you could easily plug Face liveness detection on your Android/IOS/Browser. It currently supports the below frameworks:Tara McPherson talks about the liveness of the Internet as residing primarily in our navigation of it, making it a kind of liveness that “foregrounds volition and …Mar 1, 2023 · Selecting the type of liveness probe that most closely aligns with your application’s architecture and accurately exposes the internal state of your application is critical for successful workloads deployed to Kubernetes. 1. Command execution liveness probe: This probe runs a command or script inside the container. If the command …Feb 6, 2024 · Kubernetes continuously monitors the health of containers inside the pods using the livenessProbe and the readinessProbe. The livenessProbe serves as a diagnostic check to confirm if the container is alive. On the other hand, readinessProbe ensures that the container is healthy to serve incoming traffic. When the livenessProbe fails, Kubernetes ... Jul 19, 2022 · Probes have a number of fields that can be used to more precisely control the behavior of liveness and readiness checks. initialDelaySeconds: Number of seconds after the container has started ... They can open an envelope by selecting SIGN. The Let’s verify your identity screen opens. Select Next. The Tell us about your ID screen opens. Select the country that issued your identification documents and choose the ID you want to submit for verification. The Let’s get ready screen opens. Select Got it.Nov 28, 2023 · Liveness配置 一种探测容器状态的探针，探测应用是否处于健康状态。如果不健康，则删除并重建容器。更多信息，请参见Pod Lifecycle。Readiness配置 一种探测容器状态的探针，探测应用是否启动完成并且处于正常服务状态。如果不正常，则更新容器的状态。In facial recognition, liveness detection is used to distinguish between a live image and a 2D printed, 3D printed, or digital representation of a user’s face. Other spoof attempts may involve the use of a 3D mask. Spoof attempts can be detected through algorithms that recognize artifacts of a non-live sample, and may use “active ... liveness analysis, by definition a variable x is deemed lived at line l if and only if the fact live(l;x) is in the saturated database. This may seem like an unreasonably expensive way to compute liveness, but in fact it can be quite efficient, both in theory and practice. In theory, we can look at the rules and determine their theoretical ... Configure a Liveness Check. Configuring a Liveness Check in Connected Mode. Flex Gateway includes the following CLI command to test gateway health: flexctl probe --check=liveness. If the Flex Gateway instance is running normally, the command returns an exit code of 0. Otherwise, the gateway is unhealthy and the command returns a 1.Active liveness detection operates with precision and attentiveness, crucial for robust biometric authentication. It captures multiple images (at least two) of the user in motion, often requiring facial movements. Advanced artificial intelligence (AI) capabilities analyse and confirm the identity of a real person.Nov 5, 2019 · Tara McPherson talks about the liveness of the Internet as residing primarily in our navigation of it, making it a kind of liveness that “foregrounds volition and mobility” (or at least creates the feeling that we are exercising mobility and volition). Liveness is the quality or state of being live, especially the reverberant quality of a room. Learn more about the word history, usage, and related terms of liveness from Merriam …Omnichannel Liveness Detection helps to close the security gap on web channels by preventing hackers from gaining easy access. “Liveness Detection completes the identity verification flow, while at the same time ensuring a positive customer experience,” said Brian Swanson, Executive Vice President, Head of Consumer Bank at …Rekognition / Client / create_face_liveness_session. create_face_liveness_session# Rekognition.Client. create_face_liveness_session (** kwargs) # This API operation initiates a Face Liveness session. It returns a SessionId, which you can use to start streaming Face Liveness video and get the results for a Face Liveness session.. You can use the … Implementing Oz Liveness detection from Oz Forensics has been a game-changer for us. The SaaS solution has enabled us to streamline our identity verification process, reducing manual workload and improving efficiency. We can now conduct 25,000 liveness verifications per month, which is a significant improvement from our previous manual process. Abstract. We study liveness and model checking problems for broadcast networks, a system model of identical clients communicating via message passing. The …But, my need is to fetch some deployment/runtime details from k8s. for ex; in our deployment we have 3 web applications, kafka, couple of databases etc. Let us call those apps as ms-A, ms-B, ms-C. And say 2 instances of each are running. Assuming that liveness, readiness probes are configured, kubernetes now has that information. Liveness, Reverberation Time, and Early Decay Time. Liveness or reverberation is the most recognizable acoustical parameter associated with concert halls. The reverberation time has been a useful metric since its discovery by Sabine. Although it is defined as the time required for the reverberant sound to decay 60 dB below the maximum, it is ... Liveness is a noun that has four meanings in different fields, such as acoustics and computing. It is formed by derivation from live and -ness, and has been used since the 1890s. Learn more about its usage, pronunciation and origin from OED. Time-Stamped 3D Liveness = No Security Honeypot Risk. Two types of data are required for every face authentication: 3D Face data for matching and real-time 3D Liveness data to prove the Face data was collected from a physically present person. 3D Liveness data is time-stamped, valid only for a few minutes, and can be deleted immediately.Liveness is the guarantee that all validators will reach some consensus on a value. This can be thought of as the guarantee that no two validators will be in disagreement and reach different values. . Conversely, safety is a guarantee that nothing bad will happen. For example, Bitcoin' s use of the Nakamoto Consensus means that there is an ...Modifying a liveness/readiness probe on a running instance. If you’d like to modify the values for the liveness or readiness probes, you can either: 1 ) Go to the Operations center and click the gear for a specific managed controller, and under the Configure page, you can change the values: 2 ) You can also directly edit the statefulset ...LIVELINESS definition: 1. the quality of being interesting and exciting: 2. the quality of being full of energy and…. Learn more.Review and survey articles: The literature on face liveness detection revealed 4 review articles in earlier. specified period of last five years. These reviews mainly investigated literature in ...We call the broad class of all properties temporal properties. There are two kinds of temporal properties: “safety” properties say our system doesn’t do bad things. “liveness” properties say our system always does a good thing. “We do not violate any database constraints” is safety, “All transactions either complete or roll back ...This article objective is to implement an eye-blink detection-based face liveness detection algorithm to thwart photo attacks. The algorithm works in real time through a webcam and displays the person’s name only if they blinked. In layman’s terms, the program runs as follows: Detect faces in each frame generated by the webcam.Liveness. The notion of liveness is fundamental for the detection and avoidance of deadlocks. A transition t is live with respect to a marking μ 0 if for each μ ∈ R(N, μ 0) …Kubernetes liveness probe on a secure mTLS health check endpoint. 0. mTLS between services in K8S. 2. Kubernetes https communication. 3. Need help in configuring a simple TLS/SSL within k8s cluster for pod to pod communication over https. Hot Network QuestionsApr 4, 2021 · 在 Spring Boot 2.3+ 中，提供了单独的 liveness 和 readness，用于为 Kubernetes 提供相应检查接口. liveness. 用于检查应用是否存活，当应用组件因故障不健康时，可以通过这个接口的结果，配置相应策略，重启应用或重新调度 Pod. readness. 用于检查应用是否就绪，是否可以 ...Jan 27, 2024 · However, since Spring Boot 2.3.2, this property is deprecated due to configuration confusion. If we work with Spring Boot 2.3.2, we can use the new properties to enable liveness and readiness probes: management.endpoint.health.probes.enabled=true. management.health.livenessState.enabled=true. Liveness. A liveness property prescribes good things for every execution or, equivalently, describes something that must happen during an execution. The good thing need not be discrete—it might involve an infinite number of steps. Examples of a good thing used to define a liveness property include: Jan 27, 2024 · Here’s how readiness and liveness state changes in terms of application lifecycle events in Spring: Registering listeners and initializers. Preparing the Environment. Preparing the ApplicationContext. Loading bean definitions. Changing the liveness state to CORRECT. Calling the application and command-line runners.
Active Liveness detection. Users are required to respond to “challenges” such as head motions, smiling, and blinking, which takes time and effort. This method is more reliable and trustworthy than passive liveness, but we have seen a move from active solutions to today’s modern, passive liveness detection is being driven by the fact that ... . Name tag template
ADVANCE.AI Liveness Detection is used to distinguish digital representations of a user's face, between a live image, a 2D printed or a video clip by checking the live person's facial movements. It is widely used in various industries to verify the identities of their customers.See hostpath-with-livenessprobe.yaml for example how to use the liveness probe with a CSI driver. Notice that actual livenessProbe is set on the container with the CSI driver. This way, Kubernetes restarts the CSI driver container when the probe fails. The liveness probe sidecar container only provides the HTTP endpoint for the probe and does not contain …Mar 25, 2020 · Liveness and Readiness in Kubernetes. In Kubernetes, the Liveness and Readiness Kubernetes concepts represent facets of the application state. The Liveness state of an application tells whether the internal state is valid. If Liveness is broken, this means that the application itself is in a failed state and cannot recover from it.Bowen ALPERN and Fred B.SCHNEIDER. Department of Computer Science, Cornell University, 405Upson Hall, Ithaca, NY14853, U.S.A. Communicated by David Gries Received 5 November 1984 Revised 20 February 1985. A formal definition forliveness properties isproposed. Itis argued that this definition captures th intuition that liveness …Nov 30, 2023 · Liveness detection, also known as “proof of life,” is a technology that verifies the presence of a live person during the identity verification process. It ensures that the biometric data being captured, such as facial recognition or fingerprint, belongs to a genuine person and not a fraudulent replica or spoof.Why do we need liveness probe for MongoDB with command db.adminCommand('ping')? I mean, is there any scenario the main process of Mongo doesn't exit but still mongo doesn't function? Because kubelet automatically restarts container if the main process exits.Sep 2, 2022 · 2.1. liveness probe（存活探针） Kubelet 使用 liveness probe（存活探针）来 确定何时重启容器 。 例如，当应用程序处于运行状态但无法做进一步操作，liveness 探针将捕获到 deadlock，重启处于该状态下的容器，使应用程序在存在 bug 的情况下依然能够继续运行下去（谁的程序还没几个 bug 呢）。 Description. This volume brings together dynamic perspectives on the concept of liveness in the performing arts, engaging with the live through the particular analytical focus of audiences and experience. The status and significance of the live in performance has become contested: perceived as variously as a marker of ontological difference, a ... Liveness command. This deployment defines a livenessProbe that supports an exec liveness command that acts as the liveness check. If this command exits with a non-zero value, the container is killed and restarted, signaling the healthy file could not be found. If this command exits successfully with exit code 0, no action is taken.Jumio’s liveness detection simply requires the user to hold their mobile device at a natural angle. The solution then performs liveness and anti-spoofing detection using advanced selfie technology to ensure the user is real (not a photo, video or paper copy), is not wearing a mask and is physically present at the time of the detection.This article objective is to implement an eye-blink detection-based face liveness detection algorithm to thwart photo attacks. The algorithm works in real time through a webcam and displays the person’s name only if they blinked. In layman’s terms, the program runs as follows: Detect faces in each frame generated by the webcam.爱词霸权威在线词典,为您提供liveness的中文意思,liveness的用法讲解,liveness的读音,liveness的同义词,liveness的反义词,liveness 的例句等英语服务。首页 翻译 背单词 写作校对 词霸下载 用户反馈 专栏平台 登录 liveness是什么意思_liveness用英语怎么说 ...Liopa LipSecure: Robust liveness detection: User is asked to repeat on-screen sequence of digits. Liopa’s VSR technology checks if digits are spoken correctly and thus determines if a ‘live’ person is present. Software-based: LipSecure is software-based – no expensive sensors required.Various liveness detection techniques have been presented in the past few years. Anti-spoofing algorithms can differentiate between genuine and fake traits using multiple physiological properties. Due to their well-known uniqueness and persistence, fingerprints are one of the most significant biometric characteristics.Jun 20, 2019 · In such cases we use readiness probe. If the condition inside readiness probe passes, only then our application can serve traffic. Readiness probe is defined in 3 ways exactly like the Liveness ...Liveness. In this paper, by “live”, we mean “live-in”, which in the context of a program in strict SSA form can be defined as follows. A variable a is live-in at point q if there exists a path in the CFG from q to a use of a that does not go through the definition of a.. 2.2 Liveness Checking. Boissinot et al.’s algorithm answers liveness queries efficiently …Nov 5, 2019 · Abstract. Liveness is the central topic within this contribution to our book. Auslander and van Es discuss the concept of “Liveness”. Auslander can hereby be seen to be one of the “veterans” in the study of liveness and therefore one of the central temporalities we encounter in relation to media and other performance arts. Liveness, Reverberation Time, and Early Decay Time. Liveness or reverberation is the most recognizable acoustical parameter associated with concert halls. The reverberation …Liveness checks are used in KYC for onboarding new applicants and ongoing authentication. The Liveness neural network scans the user's face and creates a 3D map for analyzing the image and adapting to its changes. It takes just a second to recognize the facial features and report whether the applicant is a real person (not a deepfake, an AI ....