人工神经形象视觉系统的设备,功能和应用
Jiaxin Liu1,2, Bo Li2, Chi Liu1,2
1School of Material Science and Engineering, University of Science and Technology of China, 72 Wenhua Road, Shenyang, 110016, P. R. China.
Advanced science (Weinheim, Baden-Wurttemberg, Germany)
|November 6, 2025
概括
人工神经形态视觉系统使用光电子突触进行高速,低功耗的视觉处理. 这篇评论详细介绍了他们的材料,架构和下一代智能传感的挑战.
科学领域:
- 神经形态工程的神经形态工程
- 光电学是指光电子产品.
- 人工智能的人工智能
背景情况:
- 人工神经形态视觉系统模仿生物通路,整合传感,存储和处理.
- 在这些系统中,光电子突触对于高速,低功耗和时间分辨率至关重要.
- 应用包括自动驾驶,面部识别和智能感知.
研究的目的:
- 系统地审查光电子突触材料和设备架构的最新进展.
- 探索基于光电子突触的神经形态视觉系统的工作机制和网络架构.
- 讨论当前的挑战和该领域的未来趋势.
主要方法:
- 对光电子突触材料,设备架构和性能评估的文献综述.
- 对光电子突触工作机制和网络架构的分析.
- 讨论挑战和未来发展趋势.
主要成果:
- 总结了光电子突触材料和设备设计的近期进展.
- 强调了这些系统在图像感知,信息存储和目标识别方面的功能.
- 确定了环境稳定性,可扩展性和整合性等关键挑战.
结论:
- 光电子突触对于高性能神经形态视觉系统至关重要.
- 克服稳定性,可扩展性和整合性方面的挑战对于未来的发展至关重要.
- 这些系统是下一代智能传感和信息处理的关键.
关键词:
功能和应用程序的功能和应用程序.神经形态视觉系统的神经形态视觉系统光电子突触 (optoelectronic synapses) 是由光电子突触组成的,可以通过光电子突触来形成.突触材料和结构是突触材料和结构.突触性能指标是突触性能指标.更多相关视频
相关概念视频
Visual System
1.6K
Light enters the eye through the cornea, a transparent, dome-shaped surface covering the surface of the eyeball that helps to direct and focus incoming light. This light is then channeled toward the pupil, an adjustable opening whose size is controlled by the iris. The iris, a pigmented muscle, regulates the amount of light entering the eye by contracting or dilating the pupil, thereby ensuring optimal light levels for clear vision.
Once through the pupil, the light passes through the lens, a...
Once through the pupil, the light passes through the lens, a...
1.6K
Parallel Processing
612
The brain processes sensory information rapidly due to parallel processing, which involves sending data across multiple neural pathways at the same time. This method allows the brain to manage various sensory qualities, such as shapes, colors, movements, and locations, all concurrently. For instance, when observing a forest landscape, the brain simultaneously processes the movement of leaves, the shapes of trees, the depth between them, and the various shades of green. This enables a quick and...
612
Vision
59.3K
Vision is the result of light being detected and transduced into neural signals by the retina of the eye. This information is then further analyzed and interpreted by the brain. First, light enters the front of the eye and is focused by the cornea and lens onto the retina—a thin sheet of neural tissue lining the back of the eye. Because of refraction through the convex lens of the eye, images are projected onto the retina upside-down and reversed.
59.3K
Neural Circuits
2.6K
Neural circuits and neuronal pools are two of the main structures found in the nervous system. Neural circuits are networks of neurons that work together to carry out a specific task or process. They consist of interconnected neurons and glial cells, which provide structural and metabolic support.
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
2.6K
Neuroplasticity
1.5K
Neuroplasticity reflects the brain's remarkable capacity to adapt and evolve, responding dynamically to learning, experiences, or injury by reorganizing its neural circuitry. This reorganization involves creating new neural connections and refining old ones through a series of biological processes that contribute to the brain's lifelong development and adaptability.
1.5K
Functions of the Nervous System
6.8K
The nervous system is responsible for coordinating and regulating the body's functions. It functions through three main processes: sensory, integrative, and motor processes. Sensory function involves the detection and transmission of information about internal and external stimuli from sensory receptors to the CNS. The CNS processes this information through an integrative function, where it interprets and makes decisions based on the incoming sensory information. Finally, the motor function...
6.8K


