对于表面异常检测的等位数相似性知识蒸
Siyu Sheng1, Junfeng Jing2,3, Zhen Wang4
1College of Electrical and Information, Xi'an Polytechnic University, Xi'an, 710048, China.
Scientific reports
|April 8, 2024
概括
我们介绍了共弦相似知识蒸 (CSKD) 精确地检测表面异常. 这种方法提高了学习效率,并且在复杂的背景下优于现有的无监督异常检测算法.
科学领域:
- 计算机视觉 计算机视觉
- 机器学习 机器学习
- 人工智能的人工智能
背景情况:
- 目前用于异常检测的知识蒸 (KD) 方法因表示差异而与复杂的纹理作斗争.
- 现有的方法通常使用较小的学生网络或反向蒸,限制精度.
研究的目的:
- 提出一种新的Cosine相似性知识蒸 (CSKD) 范式,用于增强表面异常检测和定位.
- 提高教师-学生模型在识别复杂背景中的异常方面的表现.
主要方法:
- 使用相同的深度教师和学生编码器实现了共弦相似性知识蒸 (CSKD).
- 在学生网络中引入了注意力一类嵌入 (AOCE),以促进学习并减轻异常地区的教师和学生反应相似性问题.
- 开发了一种基于特定类别的硬编码时代的适应性最佳模型选择方法.
主要成果:
- 在MVTec数据集上实现了99.2%的图像级AUROC和98.2%/94.7%的像素级AUROC/PRO.
- 与现有的无监督异常检测算法相比,其表现优越.
- 对DAGM数据集和其他一类异常检测基准的验证有效性.
结论:
- CSKD在无监督地表异常检测和定位方面取得了重大进展.
- 拟议的AOCE和自适应模型选择有助于稳健而精确的异常识别.
- 该方法在各种数据集和异常检测任务中显示出强大的概括能力.
相关概念视频
Direction Cosines of a Vector
503
Direction cosines, which help describe the orientation of a vector with respect to the coordinate axes, are an essential concept in the field of vector calculus. Consider vector A that is expressed in terms of the Cartesian vector form using i, j, and k unit vectors. The magnitude of vector A is defined as the square root of the sum of the squares of its components. The direction of this vector with respect to the x, y, and z axes is defined by the coordinate direction angles α, β, and γ,...
503
Aliasing
133
Accurate signal sampling and reconstruction are crucial in various signal-processing applications. A time-domain signal's spectrum can be revealed using its Fourier transform. When this signal is sampled at a specific frequency, it results in multiple scaled replicas of the original spectrum in the frequency domain. The spacing of these replicas is determined by the sampling frequency.
If the sampling frequency is below the Nyquist rate, these replicas overlap, preventing the original...
If the sampling frequency is below the Nyquist rate, these replicas overlap, preventing the original...
133
Area Computation by the Alternative Coordinate Method
52
The alternative coordinate method, also known as the Shoelace Formula, is a technique for determining the area of a traverse using Cartesian coordinates. This method relies on the sequential arrangement of x and y coordinates for each point of the shape, ensuring accuracy and ease of application.In this approach, each corner's x and y coordinates are listed as fractions, with the x-coordinate as the numerator and the y-coordinate as the denominator. These coordinates are arranged sequentially...
52


