从感官到感知的多样性:神经几何学的扭曲
Heng Ma1, Longsheng Jiang1,2, Tao Liu1
1Department of Psychological and Cognitive Sciences & Tsinghua Laboratory of Brain and Intelligence, Tsinghua University, Beijing 100084, China.
Science advances
|December 10, 2025
概括
大脑通过扩展神经表征来将感官信息转化为感知. 这种涉及维度扩张的几何过程,允许对复杂的,非线性可分离的刺激进行分类.
科学领域:
- 神经科学是一个神经科学.
- 认知科学 认知科学
- 计算神经科学是一种神经科学.
背景情况:
- 分类是生物和人工智能的核心认知功能.
- 了解大脑如何处理非线性可分离的刺激对于破译知觉至关重要.
研究的目的:
- 在刺激分类过程中调查神经表达的几何机制.
- 分析大脑如何将感官数据转化为感知体验.
主要方法:
- 在运动诱导的虚幻轮分类任务中,分析了来自 V2 神经元的神经元组.
- 利用几何变换和计算建模来研究神经表示.
- 检查的神经元具有非线性混合选择性和异质响应配置文件.
主要成果:
- 识别出不同的感官和感知神经多元体.
- 感觉多重 (3D) 显示线性不可分割的轮方向.
- 几何变换将感官多重体扩展到7D感知多重体,使线性分离成为可能.
结论:
- 生物神经网络通过几何转换来增强表示的维度.
- 神经元中的非线性混合选择性促进了这种维度扩张.
- 这为感觉到感知转换提供了一个几何机制.
相关概念视频
Sensory Perception: Organization of the Somatosensory System
11.0K
The somatosensory system is the central and peripheral nervous system component that senses and processes touch, pressure, pain, temperature, and body position or proprioception. The process of sensation takes place at three levels:
The receptor level:
The receptor level is the first stage of sensation. It involves the detection of a stimulus by specialized sensory receptors. The stimulus must arrive within the receptor's receptive field. Next, the receptor converts the energy of the...
The receptor level:
The receptor level is the first stage of sensation. It involves the detection of a stimulus by specialized sensory receptors. The stimulus must arrive within the receptor's receptive field. Next, the receptor converts the energy of the...
11.0K
Gestalt Principles of Perception
1.0K
Gestalt principles provide a framework for understanding how humans perceive objects as unified wholes within their context. These principles are essential in explaining the cognitive processes that make sense of complex visual stimuli by organizing them into coherent groups. One fundamental principle is proximity, which posits that objects located close to each other are perceived as a collective group. For instance, when dots are positioned near one another, the visual system interprets them...
1.0K
Parallel Processing
600
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...
600
Perception
959
Perception is a fundamental psychological process that enables individuals to organize, interpret, and consciously experience sensory information. This process is crucial for understanding and interacting with the world around us. It includes both bottom-up and top-down processing, each playing a distinct role in how we perceive our environment.
Bottom-up processing begins at the sensory level, where receptors detect external environmental stimuli. These could include the tactile sensation of...
Bottom-up processing begins at the sensory level, where receptors detect external environmental stimuli. These could include the tactile sensation of...
959
Somatosensation
42.9K
The somatosensory system relays sensory information from the skin, mucous membranes, limbs, and joints. Somatosensation is more familiarly known as the sense of touch. A typical somatosensory pathway includes three types of long neurons: primary, secondary, and tertiary. Primary neurons have cell bodies located near the spinal cord in groups of neurons called dorsal root ganglia. The sensory neurons of ganglia innervate designated areas of skin called dermatomes.
42.9K
What is a Sensory System?
100.6K
Sensory systems detect stimuli—such as light and sound waves—and transduce them into neural signals that can be interpreted by the nervous system. In addition to external stimuli detected by the senses, some sensory systems detect internal stimuli—such as the proprioceptors in muscles and tendons that send feedback about limb position.
100.6K


