海报会议:对图像对比度检测过器的研究
1School of Computing, Tokyo Institute of Technology.
Journal of vision
|April 11, 2025
概括
复杂的细胞模型,灵感来自视觉皮层,是优越的感知对比成像. 这种模型有效地检测局部对比度,创建与原始图像无法区分的图像,与简单的细胞模型不同.
科学领域:
- 视觉科学科学 视觉科学
- 图像处理 图像处理
- 计算神经科学是一种神经科学.
背景情况:
- 感知对比成像的目的是去除不可察觉的对比信息.
- 检测频率的局部对比度对于这种成像技术至关重要.
- 初级视觉皮层 (V1) 中的简单和复杂细胞与人类对比检测有关.
研究的目的:
- 评估V1简单和复杂细胞模拟过器的适用性,用于感知对比成像中的对比检测.
- 为了确定哪个细胞模型 (简单或复杂) 在产生感知对比图像方面产生更好的结果.
主要方法:
- 模拟使用加博波器的简单细胞.
- 使用能量模型 (两个相位移的加博波器响应的平方和的平方根) 建模复杂细胞.
- 使用这两种模型生成感知对比图像,并进行主观评估实验 (两间隔强制选择) 来评估图像的区分能力.
主要成果:
- 主观评估显示复杂细胞模型的实验准确度接近0.5,表明生成和原始图像之间没有显著的视觉差异.
- 使用简单细胞模型的实验没有达到这种难以区分的水平.
结论:
- 复杂的细胞模型,利用能量模型,更适合在感知对比成像中的对比检测.
- 这一发现表明,复杂的细胞机制更好地与感知对比图像生成的目标保持一致.
相关概念视频
Phase Contrast and Differential Interference Contrast Microscopy
7.3K
Phase-Contrast Microscopes
In-phase-contrast microscopes, interference between light directly passing through a cell and light refracted by cellular components is used to create high-contrast, high-resolution images without staining. It is the oldest and simplest type of microscope that creates an image by altering the wavelengths of light rays passing through the specimen. Altered wavelength paths are created using an annular stop in the condenser. The annular stop produces a hollow cone of...
In-phase-contrast microscopes, interference between light directly passing through a cell and light refracted by cellular components is used to create high-contrast, high-resolution images without staining. It is the oldest and simplest type of microscope that creates an image by altering the wavelengths of light rays passing through the specimen. Altered wavelength paths are created using an annular stop in the condenser. The annular stop produces a hollow cone of...
7.3K
Deconvolution
112
Deconvolution, also known as inverse filtering, is the process of extracting the impulse response from known input and output signals. This technique is vital in scenarios where the system's characteristics are unknown, and they must be inferred from the observable signals.
Deconvolution involves several mathematical techniques to derive the impulse response. One common approach is polynomial division. In this method, the input and output sequences are treated as coefficients of...
Deconvolution involves several mathematical techniques to derive the impulse response. One common approach is polynomial division. In this method, the input and output sequences are treated as coefficients of...
112
Color Vision
368
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.
368
Difference from Background: Limit of Detection
4.6K
The limit of detection (LOD) is the smallest amount of analyte that can be distinguished from the background noise. The LOD value corresponds to the concentration at which the analyte signal is three times larger than the standard deviation of the blank signal. Below this value, the analyte signal cannot be differentiated from the background noise. It is calculated by dividing the calibration slope by 3 times the standard deviation of the blank signals.
The LOD indicates the presence or absence...
The LOD indicates the presence or absence...
4.6K
Vision
52.2K
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.
52.2K


