Spot, Separate, and Enhance: Fully Generative Approach for Audio Mixing

arXiv:2609.29169 · cs.SD, cs.AI · Submitted 2026-09-24 · Read on arXiv

cs.SD, cs.AI

Submitted: 2026-09-24

Updated: 2026-09-24

Terminology

• Transformer — 10× in this paper · explained in 2 episodes
• Flow Matching — 6× in this paper · explained in 7 episodes
• Generative Modeling — 5× in this paper · explained in 3 episodes
• Alignment — 4× in this paper · explained in 1 episode
• Conditional Flow Matching — 4× in this paper
• Generative Model — 4× in this paper · explained in 2 episodes
• Ablation — 3× in this paper · explained in 1 episode
• Consistency — 3× in this paper · explained in 3 episodes
• Diffusion Model — 3× in this paper · explained in 8 episodes
• Diffusion Models — 2× in this paper · explained in 6 episodes
• Distribution Matching — 2× in this paper · explained in 2 episodes
• Embeddings — 2× in this paper · explained in 2 episodes
• Kullback-Leibler Divergence — 2× in this paper
• Latent Space — 2× in this paper · explained in 7 episodes
• Semantic Alignment — 2× in this paper · explained in 3 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Benchmark — 1× in this paper · explained in 2 episodes
• Decode — 1× in this paper · explained in 2 episodes
• Distillation — 1× in this paper · explained in 2 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Inception Score — 1× in this paper
• Multimodal Learning — 1× in this paper · explained in 2 episodes
• Perception Encoder — 1× in this paper
• Quantization — 1× in this paper · explained in 12 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Transfer Learning — 1× in this paper · explained in 10 episodes
• User Generated Content — 1× in this paper
• Visually Guided Acoustic Highlighting — 1× in this paper
• Wasserstein Distance — 1× in this paper · explained in 4 episodes

Sources

• Conditional Flow Matching for Visually-Guided Acoustic Highlighting
• Movie Gen: A Cast of Media Foundation Models
• Perception Encoder: The best visual embeddings are not at the output of the network
• SAM Audio: Segment Anything in Audio
• Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference
• Qwen2-Audio Technical Report
• Audiobox: Unified Audio Generation with Natural Language Prompts
• Fr'echet Audio Distance: A Metric for Evaluating Music Enhancement Algorithms

Related papers

• Few-Shot Open-Set Audio Classification via Transductive Prototype Refinement and Class Logit Enhancement
• Spectral Masking and Interpolation Attack (SMIA): A Black-box Adversarial Attack against Voice Authentication and Anti-Spoofing Systems
• AVMeme Exam: A Multimodal Multilingual Multicultural Benchmark for LLMs' Contextual and Cultural Knowledge and Thinking
• SoundWeaver: Compositional Warm-Starting for Text-to-Audio Diffusion Serving
• WASIL: In-the-Wild Arabic Spoken Interactions with LLMs
• Efficient Audiovisual Speech Processing via MUTUD: Multimodal Training and Unimodal Deployment