Latest Research in Computational Music Audio

Top Research Topics in Computational Music Audio

• Sound — 54 papers
• Audio and Speech Processing — 14 papers
• Music and Audio Processing — 10 papers
• Computer Vision and Pattern Recognition — 6 papers
• Computation and Language — 4 papers
• Multimedia — 3 papers
• Artificial Intelligence — 2 papers
• Machine Learning — 2 papers
• Music Technology and Sound Studies — 2 papers
• Human-Computer Interaction — 2 papers

Highest-Cited Papers

1. Music Genre Classification Algorithm Based on Multi-Scale Fusion
2. Smart noise monitoring at live concerts: Combining deep learning and acoustic sensor networks
3. Environmental Sound Classification for Audio-Based Action Recognition: A Comparative Study of Classical and Deep Models
4. CPR: Combining global composing, local performing and full-sequence refining in piano rendering with continuous autoregressive modelling
5. Scalable Music Cover Retrieval Using Lyrics-Aligned Audio Embeddings
6. TTM-Bench: A Framework for Text-to-Music System Performance Benchmarking
7. Qwen-Music Technical Report
8. Affective Computing in Music: A Critical Review of Deep Learning’s Role and Its Alignment with Psychological Emotion Models
9. Overview and Meta-Analysis of DCASE 2026 Challenge Task 6: Audio Moment Retrieval from Long Audio
10. Sample-Conditioned Representation Selection for Audio Few-Shot Learning
11. Segmental Posterior Decoding for Audio Moment Retrieval
12. POLARIS: Training-Free Audio Fingerprinting with Saliency-Based Landmarks and Delaunay Grouping
13. The Unbearable Weight: Scaling Models and Methods for UAV Audio Classification
14. Audio for Sports Highlight Detection: A Comparative Empirical Study
15. Text-Prompted CLAP: Learning Text-Conditioned Audio Representations via Contrastive Learning
16. Sectional Structure and Emotional Dynamics in Chinese Pop Songs: An Empirical Analysis of Valence-Arousal Trajectories across 100 Songs
17. Rethinking Procedural Audio Pre-training: Source Scaling and Objective Adaptation
18. Building a Dataset for Music Sample Identification
19. Sequence Recognition in Bharatnatyam dance
20. MUUNRiver-Bench: Diagnosing Relation-Dependent Music Retrieval with Multimodal Instructions

Sub-Regions

• Sound — 65 papers
• Music and Audio Processing — 11 papers
• Audio and Speech Processing — 11 papers
• Sound — 10 papers
• Computation and Language — 7 papers
• Machine Learning — 7 papers