To overcome the disadvantages of traditional feature extraction methods of description ability of passion fruit maturity model discriminant, a feature extraction method of fusion shape features of depth information and texture and color features of RGB image of passion fruit was presented, the method can reduce the computational complexity and improve the accuracy of the discrimination of passion fruit maturity.