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SOTA Text-to-Music Generation benchmarks and papers with code | Wizwand
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Text-to-Music Generation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
MusicCaps (evaluation set)
GT-AudioMAE
FAD
2.18
20
3mo ago
ATTM Grand Challenge Prompts 1.0 (test)
S2Accompanist
FAD
0.417
14
12d ago
100 Official Final Prompts (test)
MusicGen-small
ms-CLAP Score
0.531
13
12d ago
MusicCaps
MusicLM
KLD
1.01
11
3mo ago
MusicCaps unbalanced (test)
JEN-1
FAD
2
7
3mo ago
MusicCaps genre-balanced (test)
JEN-1
T2M-QLT
85.7
6
3mo ago
MusicBench (test)
Mustango
REL (General)
5.18
6
3mo ago
Human Evaluation
MR-FLOWDPO-400M
Overall Preference Score
41.08
5
3mo ago
Song Describer Dataset (full)
Stable Audio 2.0
FD_openl3
72.17
5
3mo ago
Human Evaluation (Beginners)
Ground Truth
OVL
4
4
3mo ago
Human Evaluation (Experts)
Ground Truth
OVL (Overall Likeness)
4.2
4
3mo ago
MagnaTagATune
Noise2Music
MuLan Similarity (Audio vs GT Text)
0.518
4
3mo ago
AudioSet Music (eval)
Noise2Music
MuLan Similarity (Audio to GT Text)
56.3
4
3mo ago
MusicCaps
dual-layer caption poisoning attack
CLAP Similarity (Benign, User Question)
0.33
3
2d ago
Noise2Music demo prompts (test)
Noise2Music
Musicality
55.5
2
3mo ago
MusicLM demo prompts (70 samples) (test)
MusicLM
Musicality
0.541
2
3mo ago
MusicCaps (test)
Tango
REL (General Audience)
4.09
1
3mo ago
General Music Generation
-
-
0
3mo ago
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