To set wallpaper on your Roku TV from your phone, first ensure both devices are connected to the same Wi-Fi network. Download and install the Roku mobile app. Open the app, select your Roku device, and tap on 'Media'. Choose the desired photo from your phone’s gallery, and then send it to the TV to set it as your wallpaper.