视觉结构和概念意义在场景检测和分类中的不同作用
Sage Aronson1,2, Maria S Adkins1,3, Michelle R Greene1,4
1Barnard College, Columbia University, New York, NY, USA.
Journal of vision
|January 14, 2026
概括
场景的理解依赖于视觉复杂性和语义丰富性. 高视觉信息阻碍识别,而丰富的语义内容有助于早期感知,但不能详细分类.
科学领域:
- 认知心理学 认知心理学
- 计算机视觉 计算机视觉
- 神经科学是一个神经科学.
背景情况:
- 人类观察者迅速解释复杂的视觉场景,但场景识别的方便性各不相同.
- 这种变化可能源于场景中的不同的视觉和语义信息类型.
研究的目的:
- 研究视觉信息 (结构复杂性) 和语义信息 (概念丰富性) 如何不同地影响场景理解.
- 为了确定这些信息类型是否影响早期的感知处理与更高层次的识别.
主要方法:
- 使用图像压缩性的量化视觉信息.
- 使用人类书面场景描述的复杂性量化语义信息.
- 进行了涉及快速检测和基本级别分类任务的行为实验.
主要成果:
- 高视觉信息损害了场景检测和分类,表明感知瓶.
- 高语义信息促进了场景检测,但没有改善分类性能.
- 展示了视觉和语义信息对场景处理的影响之间的分离.
结论:
- 视觉复杂性和语义丰富性对场景理解有不同的影响.
- 语义信息似乎增强了早期的感知阶段,可能是通过自上而下的期望.
- 这些发现表明,概念丰富性选择性地支持初始场景处理,而不一定改善详细识别.
相关概念视频
Depth Perception and Spatial Vision
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.
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...
Gestalt Principles of Perception
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...
Perceptual Constancy
Perceptual constancy is the ability to recognize that objects remain consistent and unchanged even when their appearance varies due to changes in sensory input. There are four main types of perceptual constancy: size constancy, shape constancy, color constancy, and brightness constancy.
Size constancy is the recognition that an object remains the same size, even when its image on the retina changes. For instance, a bus is perceived to be large enough to carry people, even if it looks tiny from...
Size constancy is the recognition that an object remains the same size, even when its image on the retina changes. For instance, a bus is perceived to be large enough to carry people, even if it looks tiny from...
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...
Visual Agnosia
Visual agnosia is a condition characterized by the inability to recognize visually presented objects despite having normal vision. For instance, a person with visual agnosia can describe the shape and color of an object but cannot identify or name it. This impairment does not affect their visual field, acuity, color vision, brightness discrimination, language, or memory. An example of this condition in a social setting is someone at a dinner party asking for "that silver thing with a round end"...


