In applications such as audio denoising, music transcription, music remixing, and audio-based forensics, it is desirable to decompose a single- or stereo-channel recording into its respective sources. To perform such tasks, we present ISSE - an interactive source separation editor (pronounced "ice"). ISSE is an open-source, freely available, cross-platform audio editing tool that allows a user to