Image processing in agriculture uses computer vision techniques to extract visual information from images to help with tasks like weed recognition, plant disease identification, and crop and land estimation. It is a valuable tool because images provide a wealth of data and visual information can be analyzed using computer science methods to modify and process that visual data.