The attentive mechanism experiments are trained on the integrated datasets including both rain streak and rain drop, with 900 background images matched with 14 types of different synthetic rain streak accordingly and 800 background images matched with real water drop. The test images includes 100 pairs of synthetic rain streak images and 100 pairs of synthetic rain drops images, along with the real rainy images. The collected data set contains images in various background scenes, and the colour, shape, intensity and transparency of raindrops are also selected for a broad collection.