Audio Generation on AudioCaps

Metric: FD (higher is better)

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#	Model↕	FD▼	Extra Data	Paper	Date↕	Code
1	Diffsound	47.68	No	Diffsound: Discrete Diffusion Model for Text-to-...	2022-07-20	Code
2	AudioLDM2-large	26.18	No	AudioLDM 2: Learning Holistic Audio Generation w...	2023-08-10	Code
3	TANGO	24.52	No	Text-to-Audio Generation using Instruction-Tuned...	2023-04-24	Code
4	AudioLDM-L-Full	23.31	No	AudioLDM: Text-to-Audio Generation with Latent D...	2023-01-29	Code
5	Auffusion-Full	23.08	No	Auffusion: Leveraging the Power of Diffusion and...	2024-01-02	Code
6	CoDi	22.9	No	Any-to-Any Generation via Composable Diffusion	2023-05-19	Code
7	Auffusion	21.99	No	Auffusion: Leveraging the Power of Diffusion and...	2024-01-02	Code
8	Consistency TTA (Single-step generation)	20.44	No	ConsistencyTTA: Accelerating Diffusion-Based Tex...	2023-09-19	Code
9	Make-An-Audio	18.32	No	Make-An-Audio: Text-To-Audio Generation with Pro...	2023-01-30	Code
10	Tango-AF&AC-FT-AC	17.19	No	Improving Text-To-Audio Models with Synthetic Ca...	2024-06-18	Code
11	GenAu-Large	16.51	No	Taming Data and Transformers for Audio Generation	2024-06-27	Code
12	ETTA	13.12	No	ETTA: Elucidating the Design Space of Text-to-Au...	2024-12-26	Code
13	Make-An-Audio 2	11.75	No	Make-An-Audio 2: Temporal-Enhanced Text-to-Audio...	2023-05-29	Code
14	ETTA-FT-AC-100k	10.1	No	ETTA: Elucidating the Design Space of Text-to-Au...	2024-12-26	Code
15	Audiobox Sound	8.3	No	Audiobox: Unified Audio Generation with Natural ...	2023-12-25	-