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.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.Liveness. A liveness property prescribes good things for every execution or, equivalently, describes something that must happen during an execution. The good …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.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 …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 …His most recently published books are Performing Glam Rock: Gender and Theatricality in Popular Music and the second edition of Liveness: Performance in a Mediatized Culture. Auslander also writes about visual art, including reviews for ArtForum and other publications, and catalogue essays for museums and galleries in Europe, the …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. 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 ... 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 ...VIDA uses top-global AI biometric verification technology to help you automate the identity verification process using liveness detection and based on an authoritative identity data source. VIDA Regulatory Compliance Exceptional Features. With global top-ranked Face Recognition technology and legal identity database, enhance ...Liveness probe failed · Issue #1698 · truenas/charts Hello, I don't know if it will be an isolated case, but when I update to cobia TrueNAS-SCALE-23.10.0.1 I moved the pool of apps to an SSD, after a while I started to have problems with nextcloud, I...Liveness . Events. Making Matters 2.0, 26 Apr – 6 May 2023, 2–6pm. Public Event; Musarc presents: Pond Corpse, Sat 29 Apr 2023, 5.30–7pm. Offsite; BelMondo Tracks: Architecture Studio 3 + Le Seppie at Venice Architecture Biennale 2023, 17 May 2022 – 26 Nov 2023. Offsite;Apr 7, 2023 · Liveness detection is a technology used to determine whether a biometric, such as a facial image or a voice recording, is captured from a live person or from a spoofed source. By implementing liveness detection, businesses can prevent fraud attempts, such as presenting a photo or video instead of a real person during identity verification. 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 … Liveness in Virtual Early Modern Theatre Rebecca Bushnell (University of Pennsylvania, USA) 2. Impressions of Liveness in Shakespeare, at a Distance Stephanie Shirilan (Syracuse University, USA) 3. Medium Specificity, Medium Convergence, and Aliveness in the Chromakey (2018) and Big Telly Zoom (2020) Macbeths Thomas Cartelli (Muhlenberg College ... Liveness tests used by banks and other institutions to remotely verify users’ ID can be easily beaten by deepfake attacks, a new report from security firm Sensity demonstrates. Deepfakes can be ...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 …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 …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 ...Aug 1, 2023 · With the rapid development of fingerprint recognition systems, fingerprint liveness detection is gradually becoming regarded as the main countermeasure to protect the fingerprint identification system from spoofing attacks. Convolutional neural networks have shown great potential in fingerprint liveness detection. However, the generalization …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 ...One of which, is Liveness Detection. The Turing Test could be described as a challenge which determines if a machine could be mistaken as human for a specific mode of interactions. In contrast, Liveness Detection is a test to uncover a machine that is pretending to be human. In 2019, Facebook terminated 5.4 billion fake accounts.Liveness detection is a highly desirable, yet rather unexplored anti-spoofing measure in biometric identity authentication [1], [2]. Especially in face analysis only a few approaches address this subject: in [3] , a depth map is constructed by recovering 3D structure from motion, which is in idea similar to our approach, since a live head and a … 쉽게 말하자면 라이브 여부를 확인하는 기술입니다. Live의 여부를 Detect 하는 것이 Liveness Detection (라이브니스 디텍션)의 뜻입니다. 아르고스 KYC처럼 다양한 국가에서 제출되는 신분증과 셀카 사진 (selfie)을 확인하며 KYC를 진행해야 하는 경우 신분증이나 셀피 ... 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 ...On the Traffic Management Domains page, select the domain for which you want to disable and re-enable a liveness test. The Edit Domain Settings page appears.. On the Properties tab, select the property to which you want to disable a liveness test. The review page for the selected property opens. Navigate to the Liveness Tests section. In the Test Name …Liveness check enable: if it is set to yes, empty informational messages will be sent out after a time of inactivity. Liveness check or DPD for IKEv2 cannot be disabled on the PA-FW as per design. Resolution. IKEv2 tunnel going down due to DPD is an indication of connectivity issues between the VPN peers.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.Oct 5, 2023 · Liveness detection is the process of confirming that biometric data, such as fingerprints, facial images, or iris scans, originates from a genuine, living person rather than a fraudulent attempt (“spoof” or “presentation attack”). It employs algorithms to analyze and validate the authenticity of biometric data, preventing unauthorized ...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 ...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。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 ... articulation of a distinct perception of liveness. Key words: theatre audiences, discourse analysis, live performance Theatre Audiences and Perceptions of ‘Liveness’ in Performance That theatre is performed live is often presented as central to its definition, particularly. when making contrasts with non-live performances on film or television.LIVELINESS definition: 1. the quality of being interesting and exciting: 2. the quality of being full of energy and…. Learn more.Nov 13, 2023 · What is Kubernetes Liveness Probe. Liveness probes are a mechanism provided by Kubernetes which helps determine if applications running within containers are operational. This can help improve resilience and availability for Kubernetes pods. By default, Kubernetes controllers check if a pod is running, and if not, restart it according to …Aug 10, 2021 · 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 …Implementing Liveness Detection with Google ML Kit. Liveness detection is the ability to differentiate between a live person and a static image of a person, given a set of photos. It’s an important …LIVELINESS definition: 1. the quality of being interesting and exciting: 2. the quality of being full of energy and…. Learn more.Liveness tests used by banks and other institutions to remotely verify users’ ID can be easily beaten by deepfake attacks, a new report from security firm Sensity demonstrates. Deepfakes can be ...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 ...El liveness detection, también conocido como prueba de vida, es una tecnología vanguardista que garantiza la autenticidad y veracidad de una persona en un entorno …On the Traffic Management Domains page, select the domain for which you want to disable and re-enable a liveness test. The Edit Domain Settings page appears.. On the Properties tab, select the property to which you want to disable a liveness test. The review page for the selected property opens. Navigate to the Liveness Tests section. In the Test Name …face liveness detection activate, the script asks the person to generate an action, for example one of the actions they may ask you to do is smile, turn your face to the right, get angry, blink, etc. The actions are requested randomly, after fulfilling all the actions it generates a message saying "liveness successful" or "liveness fail".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.With the rapid development of fingerprint recognition systems, fingerprint liveness detection is gradually becoming regarded as the main countermeasure to protect the fingerprint identification system from spoofing attacks. Convolutional neural networks have shown great potential in fingerprint liveness detection. However, the generalization …Here liveness is like a chemical or a DNA trace, or like a form of noise or disinformation. Sanden refers to variegations of temporal liveness, spatial liveness, …Kubernetes offers two types of health checks: readiness and liveness, and both of them have their own purpose. In the context of this article will choose: /.well-known/live — for HTTP live probeNote: We recommend customers to explore Amazon Rekognition Face Liveness, a new feature to deter fraud in facial verification, that is now generally available. Face Liveness detects spoofs presented to the camera (e.g. printed photos, digital photos or videos, or 3D masks) and spoofs that bypass the camera (e.g. pre-recorded real or …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 …Implementing Liveness Detection with Google ML Kit. Liveness detection is the ability to differentiate between a live person and a static image of a person, given a set of photos. It’s an important …In terms of Readiness, Liveness, and Startup probes they have an httpGet mechanism. They consider everything status codes 200-399 as passing and everything else as failing but they don't allow you to control which status codes are 'Success' and which ones are 'Failure'.2 days ago · Liveness detection is used to defeat presentation attacks, a type of attack in which a fraudster uses a fake representation of a biometric input like a face. Though LD helps make biometric authentication more secure, it has its weaknesses, such as spoofing attacks from deepfake technology. Deepfakes can fool some types of liveness checks ...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）。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 Probes: checks your containers are alive. Readiness Probes: checks your containers are able to do productive work. Kubernetes assumes responsibility that your containers in your Pods are alive. If not, it restarts the containers that fail liveness probes. Kubernetes do not assume responsibility for your Pods to be ready. Liveness Probe. A liveness probe checks if the container in which it is configured is still running. If the liveness probe fails, the kubelet kills the container, which will be subjected to its restart policy. Set a liveness check by configuring the template.spec.containers.livenessprobe stanza of a pod configuration. Readiness Probe 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. 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.Sep 6, 2014 · 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 ...Liveness check uses algorithms that analyze data - after they are collected from biometric scanners and readers - to verify if the source is coming from a fake representation. In essence, a liveness detection mechanism is a security feature developed to mitigate the vulnerability of biometric systems to spoofing attacks.Liveness detection is a short motion capture where we ask you to complete a few simple actions to verify a real, live person is completing the identity request. What if I can’t access my camera for liveness check? If you are receiving the following message “We are unable to access your web cam to start liveness detection.In the recent decade, comprehensive research has been carried out in terms of promising biometrics modalities regarding humans’ physical features for person recognition. This work focuses on iris characteristics and traits for person identification and iris liveness detection. This study used five pre-trained networks, including VGG-16, …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 ...Feb 24, 2023 · Liveness & Readiness. Make sure you are in the correct namespace: kubectl config set -context --current --namespace=myspace. Make sure nothing else is deployed: kubectl get all. No resources found in myspace namespace. Now we’re going to deploy our application with a Liveness and Readiness probe set.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 …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 …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.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) … In the Topology view, click on the application node to see the side panel. Click the Monitoring tab to see the health check failures in the Events (Warning) section. Click the down arrow adjoining Events (Warning) to see the details of the health check failure. Additional resources. 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. Liveness detection refers to technology that confirms the user is a real, live person. It detects eye movements, head rotation, and uses 3D depth perception to …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). 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 ...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 ...Kubernetes offers two types of health checks: readiness and liveness, and both of them have their own purpose. In the context of this article will choose: /.well-known/live — for HTTP live probeComment vérifier la santé des pods ? mettre en place un healthcheck ?Quelle est la différence entre liveness et readiness ?Mettre en place des checks http, t...Liveness detection is a highly desirable, yet rather unexplored anti-spoofing measure in biometric identity authentication [1], [2]. Especially in face analysis only a few approaches address this subject: in [3] , a depth map is constructed by recovering 3D structure from motion, which is in idea similar to our approach, since a live head and a …Passive liveness processes the selfie image via Computer Vision Machine Learning (CVML). There are three main parts to the algorithm: face detection, quality engine and liveness engine. The face detect engine uses 68 focal points to ensure that the image represents a single person and will reject images with multiple people.Drawing together contributions from theatre, music, dance, and performance art, it takes an interdisciplinary approach in asking not what liveness is, but how it matters and to whom. The book invites readers to consider how liveness is produced through processes of audiencing - as spectators bring qualities of (a)liveness into being through the ...Liveness and safety are the two fundamental security concerns for a blockchain. Liveness is the availability of a finalizing chain. If the chain stops finalizing or users are not able to access it easily, those are liveness failures. Extremely high cost of access could also be considered a liveness failure. 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 ... Aug 30, 2022 · 介绍K8S 提供了3种探针readinessProbe livenessProbe startupProbe（这个1.16版本增加的）1、startupProbereadinessProbe：指示容器是否准备好服务请求（是否启动完成并就绪）。. 绪探针初始延迟之前的就绪状态默认为Failure，待容器启动成功弹指指标探测结果为成功后，状态变更 ...On the Traffic Management Domains page, select the domain for which you want to disable and re-enable a liveness test. The Edit Domain Settings page appears.. On the Properties tab, select the property to which you want to disable a liveness test. The review page for the selected property opens. Navigate to the Liveness Tests section. In the Test Name …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.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.Face Liveness can be leveraged for a variety of use cases. For example, Face Liveness can be used along with face matching (with CompareFaces and SearchFacesByImage) for identity verification, for age estimation on platforms with age-based access restriction, and for detecting real human users while detering bots. ...Liveness Probe. A liveness probe checks if the container in which it is configured is still running. If the liveness probe fails, the kubelet kills the container, which will be subjected to its restart policy. Set a liveness check by configuring the template.spec.containers.livenessprobe stanza of a pod configuration. Readiness ProbeTCPSocketAction handler example. In this example, the liveness probe uses the TCP handler to check port 8080 is open and responding. With this configuration, the kubelet will attempt to open a socket to your container on the specified port. If the liveness probe fails, the container will be restarted. apiVersion: v1.Dec 23, 2021 · Safety and Liveness Guarantees through Reach-Avoid Reinforcement Learning. Reach-avoid optimal control problems, in which the system must reach certain goal conditions while staying clear of unacceptable failure modes, are central to safety and liveness assurance for autonomous robotic systems, but their exact solutions are … 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.
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 …. Vesselfinder marine traffic
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.)쉽게 말하자면 라이브 여부를 확인하는 기술입니다. Live의 여부를 Detect 하는 것이 Liveness Detection (라이브니스 디텍션)의 뜻입니다. 아르고스 KYC처럼 다양한 국가에서 제출되는 신분증과 셀카 사진 (selfie)을 확인하며 KYC를 진행해야 하는 …Liveness Probe. A liveness probe checks if the container in which it is configured is still running. If the liveness probe fails, the kubelet kills the container, which will be subjected to its restart policy. Set a liveness check by configuring the template.spec.containers.livenessprobe stanza of a pod configuration. Readiness ProbePod Lifecycle. This page describes the lifecycle of a Pod. Pods follow a defined lifecycle, starting in the Pending phase, moving through Running if at least one of its primary containers starts OK, and then through either the Succeeded or Failed phases depending on whether any container in the Pod terminated in failure.. Whilst a Pod is … 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. LIVELINESS definition: 1. the quality of being interesting and exciting: 2. the quality of being full of energy and…. Learn more.Mar 11, 2019 · liveness.model: Our serialized Keras model which detects face liveness. plot.png : The training history plot shows accuracy and loss curves so we can assess our model (i.e. over/underfitting). liveness_demo.py : Our demonstration script will fire up your webcam to grab frames to conduct face liveness detection in real-time. 4 days ago · Definitions of liveness. noun. the property of being animated; having animal life as distinguished from plant life. synonyms: aliveness, animateness. see more. Aug 30, 2022 · 介绍K8S 提供了3种探针readinessProbe livenessProbe startupProbe（这个1.16版本增加的）1、startupProbereadinessProbe：指示容器是否准备好服务请求（是否启动完成并就绪）。. 绪探针初始延迟之前的就绪状态默认为Failure，待容器启动成功弹指指标探测结果为成功后，状态变更 ... 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 ... 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 ... Mar 11, 2019 · liveness.model: Our serialized Keras model which detects face liveness. plot.png : The training history plot shows accuracy and loss curves so we can assess our model (i.e. over/underfitting). liveness_demo.py : Our demonstration script will fire up your webcam to grab frames to conduct face liveness detection in real-time. .