Abstract
In this presented work, we propose a realistic hair simulator using image blending for dermoscopic images. This hair simulator can be used for benchmarking and validation of the hair removal methods and in data augmentation for improving computer aided diagnostic tools. We adopted one of the popular implementation of image blending to superimpose realistic hair masks to hair lesion. This method was able to produce realistic hair masks according to a predefined mask for hair. Thus, the produced hair images and masks can be used as ground truth for hair segmentation and removal methods by inpainting hair according to a pre-defined hair masks on hairfree areas. Also, we achieved a realism score equals to 1.65 in comparison to 1.59 for the state-of-the-art hair simulator.
Abstract (translated)
在这项工作中,我们提出了一个真实的头发模拟器,使用图像混合的皮肤镜图像。该毛发模拟器可用于脱毛方法的基准测试和验证,也可用于数据增强,以改进计算机辅助诊断工具。我们采用了一种流行的图像混合方法,将真实的发罩叠加到头发损伤处。该方法能够根据头发的预定义蒙版生成真实的头发蒙版。因此,所产生的头发图像和遮罩可以作为头发分割和去除方法的基础真相,通过在无毛区域根据预先定义的头发遮罩对头发进行修复。此外,我们的现实主义分数为1.65,相比之下,最先进的毛发模拟器为1.59。
URL
https://arxiv.org/abs/1904.09169