SOTAVerified

Audio Generation

Audio generation (synthesis) is the task of generating raw audio such as speech.

( Image credit: MelNet )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–160 of 270 papers

TitleStatusHype
A Comprehensive Survey on Deep Music Generation: Multi-level Representations, Algorithms, Evaluations, and Future Directions—0
Action2Sound: Ambient-Aware Generation of Action Sounds from Egocentric Videos—0
ADD 2022: the First Audio Deep Synthesis Detection Challenge—0
A Demand-Driven Perspective on Generative Audio AI—0
Advances in machine-learning-based sampling motivated by lattice quantum chromodynamics—0
Adversarial Audio Synthesis with Complex-valued Polynomial Networks—0
Analyzing and Mitigating Inconsistency in Discrete Audio Tokens for Neural Codec Language Models—0
Analyzing Neural Network-Based Generative Diffusion Models through Convex Optimization—0
Animate and Sound an Image—0
An investigation of pre-upsampling generative modelling and Generative Adversarial Networks in audio super resolution—0
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All datasetsAudioCapsClassical music, 5 seconds at 12 kHzSymphony music

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AudioGenFD_openl3185.53—Unverified
2AudioLDM2-largeFD_openl3158.04—Unverified
3Stable Audio 2.0FD_openl3110.62—Unverified
4Stable AudioFD_openl3103.66—Unverified
5ETTAFD_openl380.13—Unverified
6TangoFlux-baseFD_openl379.7—Unverified
7Stable Audio OpenFD_openl378.24—Unverified
8TangoFluxFD_openl375.1—Unverified
9ETTA-FT-AC-100kFD_openl361.79—Unverified
10DiffsoundFAD7.75—Unverified
#ModelMetricClaimedVerifiedStatus
1VAB-Encodec (Ours)Bits per byte40—Unverified
2Sparse Transformer 152M (strided)Bits per byte1.97—Unverified
#ModelMetricClaimedVerifiedStatus
1SymphonyNet Human listening average results3.5—Unverified