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A novel model for the determination of precise region of support of a point useful for corner detection is proposed in this paper. The proposed model, unlike other existing models is non-parametric and determines adaptive region of support dynamically. The experimental results reveal that the proposed method outperforms the existing corner detection methods and is invariant to image transformations too.