GrabCut Algorithm for Image Segmentation

GrabCut is an interactive image segmentation algorithm that was introduced by Carsten Rother, Vladimir Kolmogorov, and Andrew Blake in 2004. It is a graph-cut-based algorithm designed to segment an image into foreground and background regions, making it particularly useful for applications like image editing and object recognition.

The algorithm requires user interaction to initialize the segmentation process. Typically, a rectangle is drawn around the object of interest in the image. The algorithm then iteratively refines this initial segmentation based on color and texture information within and outside the rectangle.

Foreground Extract

Foreground extract is a part of image segmentation, where the goal is to precisely delineate and separate the main objects or subjects (foreground) from the rest of the image (background).

Image segmentation techniques, including semantic segmentation or instance segmentation, contribute to achieving accurate and detailed delineation of the foreground within an image.

Python | Foreground Extraction in an Image using Grabcut Algorithm

In this article we’ll discuss an efficient method of foreground extraction from the background in an image. The idea here is to find the foreground, and remove the background. 

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GrabCut Algorithm for Image Segmentation

GrabCut is an interactive image segmentation algorithm that was introduced by Carsten Rother, Vladimir Kolmogorov, and Andrew Blake in 2004. It is a graph-cut-based algorithm designed to segment an image into foreground and background regions, making it particularly useful for applications like image editing and object recognition....

How does GrabCut Algorithm work for Image Segmentation ?

Region Drawing: In this algorithm, the region is drawn in accordance with the foreground, a rectangle is drawn over it. This is the rectangle that encases our main object. The region coordinates are decided over understanding the foreground mask but imperfect segmentation may occur, marked for manual correction....

GrabCut in OpenCV

The function used here is cv2.grabCut()...

Conclusion

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GrabCut Algorithm for Image Segmentation – FAQs

GrabCut, an effective image segmentation algorithm, provides efficient foreground extraction. Despite limitations, GrabCut serves as a practical solution in applications....

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