通过FaceNet和GMM的基于面对声音的多式联络生物识别认证系统
Bayan Alharbi1, Hanan S Alshanbari1
1Department of Computer Science, Umm Al-Qura University, Makkah, Saudi Arabia.
PeerJ. Computer science
|August 7, 2023
概括
这项研究增强了使用语音和面部识别的多式生物识别身份验证. 拟议的方法显著降低了等错率,提高了安全性和用户识别准确性.
科学领域:
- 计算机科学 计算机科学
- 信息安全 信息安全
- 生物识别信息 生物识别信息
背景情况:
- 由于行业的进步,信息安全在IT领域至关重要.
- 生物识别认证,使用独特的生理和行为特征,对于安全的用户识别至关重要.
- 目前的系统需要可靠的个人识别来限制访问权限的用户.
研究的目的:
- 通过结合语音和面部识别来提高多式生物识别认证的准确性.
- 为了减少生物识别系统中的等错率 (EER).
- 介绍一项用于可靠用户识别的新方案.
主要方法:
- 使用高斯混合模型 (GMM) 进行语音识别.
- 使用FaceNet模型进行面部识别.
- 实施了分数级融合,以整合语音和面部模式,以最终确定身份.
主要成果:
- 拟议的多式联络生物识别系统实现了更高的准确性.
- 实施的分数级融合有效地结合了语音和面部识别结果.
- 与现有方法相比,该系统显示出相等错误率明显较低.
结论:
- 结合语音和面部识别的多式生物识别身份验证提供了卓越的安全性.
- 拟议的基于GMM和FaceNet的方案与分数级融合有效地减少了EER.
- 这种方法为用户身份验证提供了更可靠,更准确的方法.
相关概念视频
Facial Feedback Hypothesis
190
Charles Darwin proposed that facial expressions are an evolutionary adaptation for communication. He argued that these expressions are not influenced by culture but are universal across species. For example, a snarling expression with exposed teeth signals a threat in many animals, including humans. Darwin also suggested that displaying an emotion can intensify the feeling. Smiling, for example, could enhance one's sense of happiness. This idea laid the foundation for understanding the role...
190
Association Areas of the Cortex
5.5K
Association areas are regions of the cerebral cortex that do not have a specific sensory or motor function. Instead, they integrate and interpret information from various sources to enable higher cognitive processes such as memory, learning, and decision-making. Some key association areas include the following:
Prefrontal Association Area: This area is located in the frontal lobe and is involved in planning, decision-making, and moderating social behavior. It connects with primary motor areas,...
Prefrontal Association Area: This area is located in the frontal lobe and is involved in planning, decision-making, and moderating social behavior. It connects with primary motor areas,...
5.5K
Muscles for Facial Expressions
2.2K
The craniofacial muscles are a collection of approximately 20 thin skeletal muscles situated beneath the skin of the face and scalp. These muscles, primarily responsible for the vast array of human facial expressions, originate from the bones or fibrous structures of the skull and extend outwards to connect with the skin. While most skeletal muscles in the body are enveloped in thick fascia, facial muscles generally have a more delicate fascial covering, with the buccinator muscle being a...
2.2K
Masking and Demasking Agents
2.5K
EDTA titrations may necessitate masking and demasking agents to temporarily protect a particular metal ion in a mixture from the EDTA reaction. These agents facilitate the sequential analysis of the metal ions by forming stable complexes with some—but not all—metal ions during certain steps.
There are many masking agents, such as cyanide, fluoride, triethanolamine, thiourea, and 2,3-bis(sulfanyl)propan-1-ol (formerly 2,3-dimercapto-1-propanol), with the masking agent chosen based on...
There are many masking agents, such as cyanide, fluoride, triethanolamine, thiourea, and 2,3-bis(sulfanyl)propan-1-ol (formerly 2,3-dimercapto-1-propanol), with the masking agent chosen based on...
2.5K
Force Classification
1.3K
Forces play a crucial role in the study of physics and engineering. They are essential in describing the motion, behavior, and equilibrium of objects in the physical world. Forces can be classified based on their origin, type, and direction of action.
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
1.3K
Prosopagnosia
208
Prosopagnosia, also known as face blindness, is the inability to recognize faces. In severe cases, individuals with prosopagnosia may not recognize close family members, including parents and spouses, by their faces. For instance, someone with prosopagnosia might walk past their child in a crowd, only realizing their mistake upon noticing their child's distinctive backpack or favorite jacket. Prosopagnosia specifically impairs facial recognition, while the recognition of other objects or...
208


