Latest Research in Audio and Speech Processing

22 research papers · 2026 median publication year

Top Research Topics in Audio and Speech Processing

Highest-Cited Papers

  1. Intelligent music creation enhanced by graph neural networks and federated learning
  2. A Gated Multi-Head Network with Semantic–Spatial Features for Sound Event Localization and Detection
  3. Steering dense music retrieval with open-vocabulary concept discovery
  4. A study on vocal style recognition using a multiscale time frequency feature fusion algorithm
  5. EG-VAE: A Unified Framework for Electric Guitar Tone Transfer and Removal
  6. AudioScape-TTA: A Structured Soundscape Benchmark for Fine-Grained Text-to-Audio Evaluation
  7. PhaseCoder: Microphone Geometry-Agnostic Spatial Audio Understanding for Multimodal LLMs
  8. Can Foundation Models Hear What Made That Sound? A Tiered Benchmark of Audio-Language Models and Traditional Classifiers for Closed-Set Sound Source Identification
  9. SGAD: A State-Guided Adaptive Decision Framework for Robust EEG-Based Auditory Attention Switch Decoding
  10. Music Restoration via Latent Operator Optimization and Diffusion Model Priors
  11. Anomalous Sound Detection Meets Noise-Aware Self-Supervised Learning
  12. CSG ‐Net: A Causal‐Aware Structural Graph Network for Multimodal Music Emotion Recognition
  13. Contrastive ecoacoustic indices: Large‐scale global soundscape characterization with contrastive inference
  14. CrowdioSet and PaRIRset: Two Datasets Towards Live Music Source Separation
  15. VocalRender: Score-Native Singing Voice Synthesis for Real-World Composition
  16. Learning to Predict Performance-induced Emotion Differences in Classical Piano Music
  17. Spacing Out: On the Reliability of Binaural Music Source Separation Metrics
  18. Emotion-aware Multimodal Music Recommendation via Semantic Image-audio Alignment
  19. Music-Source-Separation-Training (MSST): A Unified Framework for Training and Evaluating Music Demixing Models
  20. Improved Monitoring of Honey bee Colony Strength via Audio IoT Sensors, Modulation Tensorgrams and Recurrent Neural Networks
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2026 AUG Q2

Audio and Speech Processing

22 papers

Top Topics (7)

Sound10
Audio and Speech Processing5
Music and Audio Processing3
Music Technology and Sound Studies1
Speech and Audio Processing1
Signal Processing1
Animal Vocal Communication and Behavior1

Top Publications (20)

1.Intelligent music creation enhanced by graph neural networks and federated learning2.A Gated Multi-Head Network with Semantic–Spatial Features for Sound Event Localization and Detection3.Steering dense music retrieval with open-vocabulary concept discovery4.A study on vocal style recognition using a multiscale time frequency feature fusion algorithm5.EG-VAE: A Unified Framework for Electric Guitar Tone Transfer and Removal6.AudioScape-TTA: A Structured Soundscape Benchmark for Fine-Grained Text-to-Audio Evaluation7.PhaseCoder: Microphone Geometry-Agnostic Spatial Audio Understanding for Multimodal LLMs8.Can Foundation Models Hear What Made That Sound? A Tiered Benchmark of Audio-Language Models and Traditional Classifiers for Closed-Set Sound Source Identification9.SGAD: A State-Guided Adaptive Decision Framework for Robust EEG-Based Auditory Attention Switch Decoding10.Music Restoration via Latent Operator Optimization and Diffusion Model Priors11.Anomalous Sound Detection Meets Noise-Aware Self-Supervised Learning12.<scp>CSG</scp> ‐Net: A Causal‐Aware Structural Graph Network for Multimodal Music Emotion Recognition13.Contrastive ecoacoustic indices: Large‐scale global soundscape characterization with contrastive inference14.CrowdioSet and PaRIRset: Two Datasets Towards Live Music Source Separation15.VocalRender: Score-Native Singing Voice Synthesis for Real-World Composition16.Learning to Predict Performance-induced Emotion Differences in Classical Piano Music17.Spacing Out: On the Reliability of Binaural Music Source Separation Metrics18.Emotion-aware Multimodal Music Recommendation via Semantic Image-audio Alignment19.Music-Source-Separation-Training (MSST): A Unified Framework for Training and Evaluating Music Demixing Models20.Improved Monitoring of Honey bee Colony Strength via Audio IoT Sensors, Modulation Tensorgrams and Recurrent Neural Networks
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