This document describes a proposed smart spectrum handoff scheme for multimedia applications over cognitive radio networks. The scheme aims to maximize quality of experience for users by choosing an available channel with the best expected quality and minimizing handoff delays. It utilizes machine learning to optimize handoff performance over time based on network conditions, past experiences, and user feedback. The technology is intended to provide more reliable transmission of multimedia like video by prioritizing such traffic and accurately estimating handoff delays.