In this paper we propose a novel method for performing secure two-party computation. By merging together in a suitable way two beautiful ideas of the 80's and the 90's, Yao's garbled circuit construction and Naor and Shamir's visual cryptography, respectively, we enable Alice and Bob to securely evaluate a function f (·, ·) of their inputs, x and y, through a pure physical process. Indeed, once Alice has prepared a set of properly constructed transparencies, Bob computes the function value f (x, y) by applying a sequence of simple steps which require the use of a pair of scissors, superposing transparencies, and the human visual system. A crypto-device for the function evaluation process is not needed any more.