SOTAVerified

Music Auto-Tagging

Papers

Showing 1–10 of 22 papers

TitleStatusHype
CultureMERT: Continual Pre-Training for Cross-Cultural Music Representation Learning—0
Semantic-Aware Interpretable Multimodal Music Auto-TaggingCode0
M2D2: Exploring General-purpose Audio-Language Representations Beyond CLAP—0
Masked Latent Prediction and Classification for Self-Supervised Audio Representation LearningCode1
Parameter-Efficient Transfer Learning for Music Foundation ModelsCode0
Music auto-tagging in the long tail: A few-shot approach—0
Music Auto-Tagging with Robust Music Representation Learned via Domain Adversarial Training—0
WikiMuTe: A web-sourced dataset of semantic descriptions for music audio—0
Pre-training Music Classification Models via Music Source SeparationCode2
Audio Embeddings as Teachers for Music ClassificationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1M2D2 AS+PR-AUC41.6—Unverified
2MATPAC (SSL, linear eval)PR-AUC41.1—Unverified
3CLMRPR-AUC35.4—Unverified
#ModelMetricClaimedVerifiedStatus
1Short-chunk CNN + ResPR-AUC46.14—Unverified
2EAsT-KD + PaSSTPR-AUC46.1—Unverified
3EAsT-Final + PaSSTPR-AUC45.9—Unverified
#ModelMetricClaimedVerifiedStatus
1CLMR (ours)ROC-AUC85.7—Unverified
2CLMRPR-AUC25—Unverified
#ModelMetricClaimedVerifiedStatus
1Fellini0..5sec5—Unverified