This document proposes a novel key distribution scheme for visual cryptography. It begins with an introduction to cryptography and visual cryptography. It then describes the existing Diffie-Hellman key exchange algorithm. The proposed method generates a shared secret key through a multi-step process using asymmetric key cryptography and modulus operation on private keys and a public image. Both parties are able to derive the same symmetric key for encrypting future communications without directly transmitting their private keys. The methodology and implementation details are provided, along with experimental results demonstrating the generation of matching keys within 0.11 seconds on average.