The manual seeds identification takes a long time for practical applications. Therefore, automatic reliable plant seeds identification is of great technical and economic importance in agricultural industry. In this work, modern techniques used in different computer science fields such as image analysis, pattern recognition and computer vision have been applied to extract features that describe the seed. These extracted features used identify weed seeds species.