在整个大脑的视觉分类选择性的图绘制中
Ethan Hwang1, Hossein Adeli1, Wenxuan Guo1
1Zuckerman Mind Brain Behavior Institute, Columbia University.
ArXiv
|November 24, 2025
概括
这项研究引入了一种先进的计算方法,以发现人类大脑如何处理视觉信息的新假设. 这种方法使用变压器模型来识别大脑活动的复杂模式,推进我们对视觉皮层选择性的理解.
科学领域:
- 神经科学是一个神经科学.
- 计算神经科学是一种神经科学.
- 人工智能的人工智能
背景情况:
- 了解视觉皮层中的功能选择性对于大脑研究至关重要.
- 传统方法依赖于预定义的假设,限制了发现.
- 现有的数据驱动方法经常使用简单的线性模型.
研究的目的:
- 开发一种新的形方法,以以数据驱动的方式发现人类大脑中的类别选择性假设.
- 为了能够识别大脑活动和视觉特征之间的复杂,非线性关系.
- 创建一个框架,用于生成和测试关于视觉处理的新假设.
主要方法:
- 使用了一个编码器-解码器变压器模型,具有用于非线性映射的交叉注意力机制.
- 集成的基于扩散的图像生成模型,以合成最大限度的激活刺激.
- 采用大规模数据集用于在主体内和跨主体的in silico验证.
主要成果:
- 揭示了新的区域,对各种语义概念表现出复杂的组成选择性.
- 证明了模型将高维网络特征映射到大脑活动模式的能力.
- 在 silico. 验证了发现的选择性假设.
结论:
- 拟议的in silico方法提供了一个强大的,数据驱动的框架,用于神经科学中的假设生成.
- 这种方法使视觉选择性的研究超越了传统的实验限制.
- 这些发现可以指导未来的功能磁共振成像 (fMRI) 实验.
相关概念视频
Vision
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.
Anatomy of the Brain: Major Regions
The brain is the most complex organ in the human body. It consists of four main parts: the cerebrum, diencephalon, cerebellum, and brainstem.
The cerebrum is the largest section of the brain and divides into left and right hemispheres, separated by a deep fissure. The cerebral outer layer of grey matter — the cerebral cortex — comprises elevations called gyri and shallow groves called sulci. The inner portion of white matter includes long nerve fibers known as axons, which connect various areas...
The cerebrum is the largest section of the brain and divides into left and right hemispheres, separated by a deep fissure. The cerebral outer layer of grey matter — the cerebral cortex — comprises elevations called gyri and shallow groves called sulci. The inner portion of white matter includes long nerve fibers known as axons, which connect various areas...
Motor and Sensory Areas of the Cortex
The cerebral cortex, the brain's outermost layer, is pivotal in processing complex cognitive tasks, emotions, and various sensory inputs and executing voluntary motor activities. This intricate structure is divided into three primary functional areas: the motor areas, sensory areas, and association areas.
Motor Areas
The motor areas located in the frontal lobe are central to controlling voluntary movements. This region is further subdivided into the primary motor cortex and the premotor cortex.
Motor Areas
The motor areas located in the frontal lobe are central to controlling voluntary movements. This region is further subdivided into the primary motor cortex and the premotor cortex.
Organization of the Brain
The brain is an integral component of the nervous system and serves as the center for processing sensory inputs, making decisions, and directing bodily actions. This complex organ is organized into three primary sections: the hindbrain, midbrain, and forebrain, each responsible for a range of vital functions.
Hindbrain
The hindbrain, located at the base of the brain, plays a vital role in regulating automatic processes that sustain life. It includes the medulla oblongata, which is essential for...
Hindbrain
The hindbrain, located at the base of the brain, plays a vital role in regulating automatic processes that sustain life. It includes the medulla oblongata, which is essential for...
Visual System
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...
Parallel Processing
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...


