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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
4mo ago
MusicCaps
MusicLM
KLD
1.01
19
1mo ago
ATTM Grand Challenge Prompts 1.0 (test)
S2Accompanist
FAD
0.417
14
2mo ago
100 Official Final Prompts (test)
MusicGen-small
ms-CLAP Score
0.531
13
2mo ago
MusicCaps unbalanced (test)
JEN-1
FAD
2
7
4mo ago
MusicCaps genre-balanced (test)
JEN-1
T2M-QLT
85.7
6
4mo ago
MusicBench (test)
Mustango
REL (General)
5.18
6
4mo ago
Human Evaluation
MR-FLOWDPO-400M
Overall Preference Score
41.08
5
4mo ago
Song Describer Dataset (full)
Stable Audio 2.0
FD_openl3
72.17
5
4mo ago
Human Evaluation (Beginners)
Ground Truth
OVL
4
4
4mo ago
Human Evaluation (Experts)
Ground Truth
OVL (Overall Likeness)
4.2
4
4mo ago
MagnaTagATune
Noise2Music
MuLan Similarity (Audio vs GT Text)
0.518
4
4mo ago
AudioSet Music (eval)
Noise2Music
MuLan Similarity (Audio to GT Text)
56.3
4
4mo ago
MusicCaps
dual-layer caption poisoning attack
CLAP Similarity (Benign, User Question)
0.33
3
1mo ago
Noise2Music demo prompts (test)
Noise2Music
Musicality
55.5
2
4mo ago
MusicLM demo prompts (70 samples) (test)
MusicLM
Musicality
0.541
2
4mo ago
MusicCaps (test)
Tango
REL (General Audience)
4.09
1
4mo ago
General Music Generation
-
-
0
4mo ago
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