Ivanovici Mihai, Stoica Diana
MIV Imaging Venture Laboratory, Department of Electronics and Computers, Transilvania University, Braşov, România.
Annu Int Conf IEEE Eng Med Biol Soc. 2012;2012:5347-50. doi: 10.1109/EMBC.2012.6347202.
Most of the existing diffusion models are defined for gray-scale images. We propose a diffusion model for color images to be used as external energy for active contours. Our diffusion model is based on the first-order moment of the correlation integral expressed using ΔE distances in the CIE Lab color space. We use a multi-scale approach for active contours, the diffusion being independently computed at various scales. We validate the model on synthetic images, including multi-fractal color textures, as well as medical images representing melanoma. We conclude that the proposed diffusion model is valid for use in skin lesion segmentation in color images using active contours.
大多数现有的扩散模型是针对灰度图像定义的。我们提出一种用于彩色图像的扩散模型,将其用作活动轮廓的外部能量。我们的扩散模型基于在CIE Lab颜色空间中使用ΔE距离表示的相关积分的一阶矩。我们对活动轮廓采用多尺度方法,在不同尺度上独立计算扩散。我们在合成图像(包括多分形彩色纹理)以及代表黑色素瘤的医学图像上验证了该模型。我们得出结论,所提出的扩散模型可有效用于使用活动轮廓的彩色图像中皮肤病变的分割。