相关实验视频
Updated: Jun 16, 2025

04:43
Visualizing Visual Adaptation
Published on: April 24, 2017
8.9K
对于色盲的衫颜色识别
Qian-Qing Wong1, Kok-Why Ng1, Su-Cheng Haw1
1Faculty of Computing and Informatics, Multimedia University, Jalan Multimedia, 63100 Cyberjaya, Malaysia.
MethodsX
|August 19, 2024
概括
这项研究介绍了一种颜色识别系统,以帮助色盲个体. 该系统在图像中检测衣服的颜色,为日常活动提供匹配的建议.
科学领域:
- 计算机视觉 计算机视觉
- 人与计算机的交互
- 可访问性技术 技术可访问性
背景情况:
- 色盲严重影响日常活动和心理健康.
- 现有的系统缺乏强大的颜色识别,特别是在不同的照明条件下.
- 帮助色盲人做出明智的服装选择至关重要.
研究的目的:
- 开发一个准确的颜色识别和检测系统,用于服装图像.
- 通过使用先进的算法来减轻照明变化来提高系统的准确性.
- 为色盲个人提供配色建议.
主要方法:
- 图像处理技术可以提取RGB值并将其转换为HSV颜色空间.
- 在颜色分类的Web应用程序中集成机器学习模型.
- 开发一个界面来显示预测的颜色名称和匹配的颜色建议.
主要成果:
- 从图像中成功检索和转换了颜色值.
- 开发了一个功能性Web应用程序,能够进行颜色预测.
- 证明了系统能够为用户提供配对颜色的建议.
结论:
- 开发的系统为色盲个体提供了一个实际的解决方案.
- 尽管面临着照明挑战,但先进的算法提高了颜色识别准确度.
- 该系统使色盲用户能够做出更好的购买决策和日常导航.
相关概念视频
Color Vision
546
Color perception begins in the retina, the light-sensitive layer at the back of the eye. Two main theories explain how colors are seen: the trichromatic theory and the opponent-process theory. The trichromatic theory, proposed by Thomas Young in 1802 and extended by Hermann von Helmholtz in 1852, suggests that color vision is based on three types of cone receptors in the retina. These cones are sensitive to different but overlapping ranges of wavelengths corresponding to red, blue, and green.
546
Photoreceptors and Visual Pathways
5.9K
At the molecular level, visual signals trigger transformations in photopigment molecules, resulting in changes in the photoreceptor cell's membrane potential. The photon's energy level is denoted by its wavelength, with each specific wavelength of visible light associated with a distinct color. The spectral range of visible light, classified as electromagnetic radiation, spans from 380 to 720 nm. Electromagnetic radiation wavelengths exceeding 720 nm fall under the infrared category,...
5.9K
Perceptual Constancy
371
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...
371
Visual Agnosia
184
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...
184
Pigmentation
2.3K
The color of the skin is influenced by a number of pigments, including melanin, carotene, and hemoglobin. Recall that melanin is produced by cells called melanocytes, which are found scattered throughout the stratum basale of the epidermis. The melanin is transferred to the keratinocytes via melanosomes.
Melanin occurs in two primary forms: eumelanin that provides black and brown pigment and pheomelanin that provides red color. Dark-skinned individuals produce more melanin than those with pale...
Melanin occurs in two primary forms: eumelanin that provides black and brown pigment and pheomelanin that provides red color. Dark-skinned individuals produce more melanin than those with pale...
2.3K
Prosopagnosia
152
Prosopagnosia, also known as face blindness, is the inability to recognize faces. In severe cases, individuals with prosopagnosia may not recognize close family members, including parents and spouses, by their faces. For instance, someone with prosopagnosia might walk past their child in a crowd, only realizing their mistake upon noticing their child's distinctive backpack or favorite jacket. Prosopagnosia specifically impairs facial recognition, while the recognition of other objects or...
152

