Audio Generation on AudioCaps

Metric: FAD (higher is better)

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#	Model↕	FAD▼	Extra Data	Paper	Date↕	Code
1	Diffsound	7.75	No	Diffsound: Discrete Diffusion Model for Text-to-...	2022-07-20	Code
2	AudioGen	3.13	No	AudioGen: Textually Guided Audio Generation	2022-09-30	Code
3	Make-An-Audio	2.66	No	Make-An-Audio: Text-To-Audio Generation with Pro...	2023-01-30	Code
4	Tango-AF&AC-FT-AC	2.54	No	Improving Text-To-Audio Models with Synthetic Ca...	2024-06-18	Code
5	ETTA	2.51	No	ETTA: Elucidating the Design Space of Text-to-Au...	2024-12-26	Code
6	Consistency TTA (Single-step generation)	2.18	No	ConsistencyTTA: Accelerating Diffusion-Based Tex...	2023-09-19	Code
7	ETTA-FT-AC-100k	2.03	No	ETTA: Elucidating the Design Space of Text-to-Au...	2024-12-26	Code
8	AudioLDM2-large	2.02	No	AudioLDM 2: Learning Holistic Audio Generation w...	2023-08-10	Code
9	AudioLDM-L-Full	1.96	No	AudioLDM: Text-to-Audio Generation with Latent D...	2023-01-29	Code
10	Make-An-Audio 2	1.8	No	Make-An-Audio 2: Temporal-Enhanced Text-to-Audio...	2023-05-29	Code
11	CoDi	1.8	No	Any-to-Any Generation via Composable Diffusion	2023-05-19	Code
12	Auffusion-Full	1.76	No	Auffusion: Leveraging the Power of Diffusion and...	2024-01-02	Code
13	Auffusion	1.63	No	Auffusion: Leveraging the Power of Diffusion and...	2024-01-02	Code
14	TANGO	1.59	No	Text-to-Audio Generation using Instruction-Tuned...	2023-04-24	Code
15	AudioLDM 2-AC-Large	1.42	No	AudioLDM 2: Learning Holistic Audio Generation w...	2023-08-10	Code
16	Re-AudioLDM-L	1.37	No	Retrieval-Augmented Text-to-Audio Generation	2023-09-14	-
17	GenAu-Large	1.21	No	Taming Data and Transformers for Audio Generation	2024-06-27	Code
18	Audiobox Sound	0.77	No	Audiobox: Unified Audio Generation with Natural ...	2023-12-25	-