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Text-to-Music Generation

Papers

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Showing 1–37 of 37 papers

TitleStatusHype
MuseControlLite: Multifunctional Music Generation with Lightweight Conditioners—0
Diff-TONE: Timestep Optimization for iNstrument Editing in Text-to-Music Diffusion Models—0
Auto-Regressive vs Flow-Matching: a Comparative Study of Modeling Paradigms for Text-to-Music Generation—0
TokenSynth: A Token-based Neural Synthesizer for Instrument Cloning and Text-to-InstrumentCode2
Diffusion based Text-to-Music Generation with Global and Local Text based Conditioning—0
ETTA: Elucidating the Design Space of Text-to-Audio ModelsCode2
Long-Form Text-to-Music Generation with Adaptive Prompts: A Case Study in Tabletop Role-Playing Games SoundtracksCode0
MusicFlow: Cascaded Flow Matching for Text Guided Music Generation—0
Editing Music with Melody and Text: Using ControlNet for Diffusion Transformer—0
Melody-Guided Music GenerationCode2
FLUX that Plays MusicCode13
Combining audio control and style transfer using latent diffusion—0
MusiConGen: Rhythm and Chord Control for Transformer-Based Text-to-Music GenerationCode2
Stable Audio OpenCode7
The Interpretation Gap in Text-to-Music Generation Models—0
Improving Text-To-Audio Models with Synthetic CaptionsCode5
JEN-1 DreamStyler: Customized Musical Concept Learning via Pivotal Parameters Tuning—0
MeLFusion: Synthesizing Music from Image and Language Cues using Diffusion ModelsCode2
Quality-aware Masked Diffusion Transformer for Enhanced Music GenerationCode4
MusicMagus: Zero-Shot Text-to-Music Editing via Diffusion ModelsCode1
Fast Timing-Conditioned Latent Audio DiffusionCode7
PAM: Prompting Audio-Language Models for Audio Quality AssessmentCode2
The Song Describer Dataset: a Corpus of Audio Captions for Music-and-Language EvaluationCode1
Mustango: Toward Controllable Text-to-Music GenerationCode2
Music ControlNet: A model similar to SD ControlNetD that can accurately control music generationCode1
Investigating Personalization Methods in Text to Music GenerationCode1
Music Understanding LLaMA: Advancing Text-to-Music Generation with Question Answering and CaptioningCode2
AudioLDM 2: Learning Holistic Audio Generation with Self-supervised PretrainingCode4
JEN-1: Text-Guided Universal Music Generation with Omnidirectional Diffusion ModelsCode1
MusicLDM: Enhancing Novelty in Text-to-Music Generation Using Beat-Synchronous Mixup StrategiesCode1
Simple and Controllable Music GenerationCode6
Efficient Neural Music Generation—0
ERNIE-Music: Text-to-Waveform Music Generation with Diffusion Models—0
Noise2Music: Text-conditioned Music Generation with Diffusion Models—0
Moûsai: Text-to-Music Generation with Long-Context Latent DiffusionCode4
MusicLM: Generating Music From TextCode6
Exploring the Efficacy of Pre-trained Checkpoints in Text-to-Music Generation TaskCode1
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All datasetsMusicCapsMusicBench

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AudioLDM2-musicFD_openl3354.05—Unverified
2Stable AudioFD_openl3108.69—Unverified
3RiffusionFAD13.4—Unverified
4MubertFAD9.6—Unverified
5MeLoDyFAD5.41—Unverified
6MusicGen w/ random melody (1.5B)FAD5—Unverified
7MusicLMFAD4—Unverified
8Noise2Music spectrogramFAD3.84—Unverified
9MusicGen w/o melody (3.3B)FAD3.8—Unverified
10UniAudioFAD3.65—Unverified
#ModelMetricClaimedVerifiedStatus
1Mustango (non-pretrained)FAD2.09—Unverified