Text-to-Music Generation on MusicCaps

Metric: IS (higher is better)

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#	Model↕	IS▼	Extra Data	Paper	Date↕	Code
1	ETTA	3.32	No	ETTA: Elucidating the Design Space of Text-to-Au...	2024-12-26	Code
2	FLUXMusic	2.98	No	FLUX that Plays Music	2024-09-01	Code
3	Stable Audio Open	2.93	No	Stable Audio Open	2024-07-19	Code
4	OpenMusic (QA-MDT)	2.8	No	Quality-aware Masked Diffusion Transformer for E...	2024-05-24	Code
5	TANGO-AF	2.79	No	Improving Text-To-Audio Models with Synthetic Ca...	2024-06-18	Code
6	AudioLDM2-large	2.59	No	AudioLDM 2: Learning Holistic Audio Generation w...	2023-08-10	Code

#1ETTASOTA
3.32
IS· 2024-12-26
ETTA: Elucidating the Design Space of Text-to-Audio Models Code
#2FLUXMusicSOTA
2.98
IS· 2024-09-01
FLUX that Plays Music Code
#3Stable Audio OpenSOTA
2.93
IS· 2024-07-19
Stable Audio Open Code
#4OpenMusic (QA-MDT)SOTA
2.8
IS· 2024-05-24
Quality-aware Masked Diffusion Transformer for Enhanced Music Generation Code
#5TANGO-AF
2.79
IS· 2024-06-18
Improving Text-To-Audio Models with Synthetic Captions Code
#6AudioLDM2-largeSOTA
2.59
IS· 2023-08-10
AudioLDM 2: Learning Holistic Audio Generation with Self-supervised Pretraining Code