This document proposes a technique using support vector machine-based saliency maps to reduce computational complexity in HEVC video coding. It describes saliency detection methods that identify prominent regions of images and discusses implementing an SVM-based saliency detection algorithm in MATLAB. The results show transmitting time is significantly reduced compared to full search, reducing complexity while maintaining comparable compression efficiency.