高端装备精密检测技术研究
热轧带钢表面缺陷图像去雨数据集Steel Rain

热轧带钢表面缺陷图像去雨数据集Steel Rain

热轧带钢表面缺陷图像去雨数据集:Steel_Rain

Rain-Like Layer Dataset of Hot-Rolled Steel Strip Surface: Steel_Rain

  访问量:

数据库介绍

Introduction of the dataset

在热轧带钢表面图像去雨数据集(Steel_Rain)中,共包含3种典型的带钢表面类雨伪缺陷类型,分别为分散水滴、飞溅水线细小白水珠。数据集中共存有14501000×1000像素的热轧带钢表面图像的数据库,其中一半为原始干净图像,对应的另一半是人工制作的带有混合类雨伪缺陷的图像;从中随机抽出1300对图像作为训练集,剩下150对用作测试集。

There are three typical rain-like pseudo defects in Steel_Rain, which are scattered waterdrops, splashing water streaks and tiny white droplets. Steel_Rain contains 1450 pairs of surface images of hot-rolled steel strip with 1000×1000 pixels, half of which are original clean images, and the corresponding half are artificial images with hybrid rain-like pseudo defect clusters. 1300 pairs of images were randomly selected as the training set, and the remaining 150 pairs were used as the test set.

所解决问题

Problem solved

Steel_Rain热轧带钢表面图像去雨数据集极大提高了最终生成图像的质量,激发了热轧带钢类雨层去除后续相关算法的发展。

Steel_Rain greatly improves the quality of the final generated images and stimulates the development of subsequent related algorithms for rain-like layer removal in hot-rolled steel strip.

真实带钢图像
PreNet模型去雨后图像
ADRGAN模型去雨后图像

获取途径

Access

Steel_Rain Dataset

  下载量:

百度网盘链接:https://pan.baidu.com/s/1t7PRvYHFbEe8TK7qIusNug?pwd=qomq

提取码:qomq

点击此处即可直接下载。Click here and download the dataset.
AGRGAN Model

  下载量:

      百度网盘链接:https://pan.baidu.com/s/1vtQ73NlsZiPMCG-7VTEjUw?pwd=0zeq

      提取码:0zeq

点击此处即可直接下载。Click here and download the dataset.