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Image-To-Music Generation and Under-
Figure 9:
standing: The M2UGen model is capable of generating
music for images and also answering questions regarding
the generated music.

Figure 10: Video-To-Music Generation and Under-
standing: The M2UGen model is capable of generating
music for videos and also answering questions regarding
the generated music.

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Figure 11: Music Editing and Understanding: The
M2UGen model is capable of editing input music based
on natural language prompts and also answering questions
regarding the generated music.

Figure 12: Text-To-Music Generation and Understand-
ing + Music Editing: The M2UGen model is capable of
generating music from text prompts, answering questions
regarding the generated music and also editing the gener-
ated music using Natural Language prompts.

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M2UGen