建模人类视觉需要考虑主观经验
Marcin Koculak1,2, Michał Wierzchoń1,2
1Centre for Brain Research, Jagiellonian University, Krakow, Poland koculak.marcin@gmail.com.
The Behavioral and brain sciences
|December 6, 2023
概括
这项研究探讨了人工视觉系统中的主观经验. 通过在深度神经网络中运行主观体验,研究人员旨在更好地比较人类和人工视觉能力.
科学领域:
- 认知科学 认知科学
- 神经科学是一个神经科学.
- 人工智能的人工智能
背景情况:
- 视觉与感知意识密切相关,代表了感官处理的关键结果.
- 意识视觉涉及的不仅仅是对象识别来构建我们的世界表征.
研究的目的:
- 提出一种在深度神经网络 (DNN) 中操作主观体验的方法.
- 为了促进人类和人工视觉系统之间的更全面的比较.
主要方法:
- 开发一个框架,在DNN中建模主观经验.
- 使用计算方法来分析感知意识.
主要成果:
- 拟议的操作化为研究主观经验提供了一种新的方法.
- 该框架使人工系统中感知表征的定量分析成为可能.
结论:
- 这项研究为更深入了解人类和人工视觉机制提供了一条途径.
- 将DNN和人类的主观经验进行比较,可以促进我们对意识的理解.
相关概念视频
Vision
53.5K
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.
53.5K
Depth Perception and Spatial Vision
673
Depth perception is the ability to perceive objects three-dimensionally. It relies on two types of cues: binocular and monocular. Binocular cues depend on the combination of images from both eyes and how the eyes work together. Since the eyes are in slightly different positions, each eye captures a slightly different image. This disparity between images, known as binocular disparity, helps the brain interpret depth. When the brain compares these images, it determines the distance to an object.
673
Visual System
588
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...
588
Steps in the Modeling Process
212
Albert Bandura's theory of observational learning identifies four critical processes: attention, retention, motor reproduction, and reinforcement or motivation.
Attention is the first necessary component for observational learning. It involves focusing on what the model is doing and saying. For example, if you decide to take a drawing class to enhance your skills, you need to pay close attention to the instructor's words and hand movements. The characteristics of the model significantly...
Attention is the first necessary component for observational learning. It involves focusing on what the model is doing and saying. For example, if you decide to take a drawing class to enhance your skills, you need to pay close attention to the instructor's words and hand movements. The characteristics of the model significantly...
212
Gestalt Principles of Perception
314
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...
314
Parallel Processing
155
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...
155


