Music Generation

Benchmarks

Dataset Name	SOTA Method	Metric
MusicCaps (test)		FAD0	16	1mo ago
Song Describer Dataset (test)	AudioLDM2 Large	FDopenl3331.7	15	18d ago
Bilingual (Chinese/English) music 20 styles (test)		CE7.71	11	4mo ago
MusicCaps	MELFUSION	FAD1.12	11	4mo ago
HeartBeats Benchmark Chinese		CE7.66	10	4mo ago
HeartBeats Benchmark English		CE Score7.73	10	4mo ago
DSD100 (test)		SMOS Mixture4.7778	9	4mo ago
FMACaps	AudioLDM2	FD19.99	9	4mo ago
TestB	Tango	FD24.6	9	4mo ago
TestA	Tango	Frechet Distance25.38	9	4mo ago
Song Describer Dataset	U-Net	FAD1.01	9	4mo ago
ICME contest (test)	BandTok	FADCLAP0.482	8	2mo ago
MusicCaps (full)	MR-FLOWDPO-1B	Aes8.26	8	4mo ago
HeartBeats Korean 1.0 (test)		CE Score7.62	8	4mo ago
SongDescriber subjective (test)		O-MOS4.66	7	1mo ago
Music generation 2-minute		MOS3.31	7	3mo ago
HeartBeats Spanish		CE7.71	7	4mo ago
MeLBench (test)	MELFUSION	FAD1.05	7	4mo ago
Lakh MIDI (LMD) (test)	Transformer-XL	Perplexity (1024 context)1.64	7	4mo ago
2-minutes unconditional music generation	MT	Pitch Score3.49	6	3mo ago
Lakh MIDI Pure Instrumental	SqueezeComposer_x4	CE Score6.4319	5	4mo ago
Subjective listening study	SCHmUBERT	Emotional Consistency7.72	5	4mo ago
Subjective Evaluation		Overall MOS76.08	5	4mo ago
Jamendo Subjective 25s Clips official (test)	MusicGen-small	Consistency3.73	5	4mo ago
MusicCaps 2023 (test)	Noise2Music	FADVGG2.134	5	4mo ago

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