官术网_书友最值得收藏!

  • OpenCV 4 with Python Blueprints
  • Dr. Menua Gevorgyan Arsen Mamikonyan Michael Beyeler
  • 344字
  • 2021-06-24 16:49:57

Creating a black-and-white pencil sketch

In order to obtain a pencil sketch (that is, a black-and-white drawing) of the camera frame, we will make use of two image-blending techniques, known as dodging and burning. These terms refer to techniques employed during the printing process in traditional photography; here, photographers would manipulate the exposure time of a certain area of a darkroom print in order to lighten or darken it. Dodging lightens an image, whereas burning darkens it. Areas that were not supposed to undergo changes were protected with a mask.

Today, modern image editing programs, such as Photoshop and Gimp, offer ways to mimic these effects in digital images. For example, masks are still used to mimic the effect of changing the exposure time of an image, wherein areas of a mask with relatively intense values will expose the image more, thus lightening the image. OpenCV does not offer a native function to implement these techniques; however, with a little insight and a few tricks, we will arrive at our own efficient implementation that can be used to produce a beautiful pencil sketch effect.

If you search on the internet, you might stumble upon the following common procedure to achieve a pencil sketch from an RGB (red, green, and blue) color image:

  1. First, convert the color image to grayscale.
  2. Then, invert the grayscale image to get a negative.
  3. Apply a Gaussian blur to the negative from step 2.
  4. Blend the grayscale image (from step 1) with the blurred negative (from step 3) by using color dodge.

Whereas steps 1 to 3 are straightforward, step 4 can be a little tricky. Let's get that one out of the way first.

OpenCV 3 came with a pencil sketch effect right out of the box. The cv2.pencilSketch function uses a domain filter introduced in the 2011 paper, Domain Transform for Edge-Aware Image and Video Processing, by Eduardo Gastal and Manuel Oliveira. However, for the purposes of this book, we will develop our own filter.

The next section shows you how to implement dodging and burning in OpenCV.

主站蜘蛛池模板: 土默特右旗| 临武县| 黄大仙区| 铁岭市| 台南县| 资源县| 葫芦岛市| 湄潭县| 简阳市| 梓潼县| 辛集市| 芜湖县| 宜春市| 错那县| 盐源县| 察隅县| 涿鹿县| 襄垣县| 德安县| 张家口市| 铁岭县| 金平| 体育| 泸水县| 丁青县| 民县| 进贤县| 吴桥县| 卓尼县| 那坡县| 博罗县| 通河县| 云和县| 阆中市| 凉山| 江达县| 武义县| 河南省| 边坝县| 南宫市| 桑植县|