Piano Performance Analysis

Polyphonic Piano Transcription, Audio-to-Score Alignment, Performer Identification, Performer Motion Analysis

Expressive Piano Performance Rendering

Emotional Performance Rendering, Pianist Style Modeling

Singing Analysis and Style Transfer

Singing Note Transcription, Singing Technique Analysis, Singing Style Transfer

Singing Voice Synthesis

Expressive Vocal Audio Rendering

Sound-to-Motion and Motion-to-Sound

LipSync Generation

Intelligent Music Production

Drum Sample Retrieval, Automatic Parameter Estimation of Digital Audio Effects

AI DJ

DJ mix Analysis, Automatic Mix Generation, Beat-tracking, Music Structure Analysis

Symbolic Music Generation

Game BGM Generation, Drum Pattern Generation and Expressive Control, Piano Music Generation

Korean Traditional Music

Deep Audio Embedding Learning for Music

Disentangled Representation Learning, Representation Learning with Meta Data

CNN Architectures for Music Classification

SampleCNN, Multi-level and Multi-scale Model

Pop Music Vocal Analysis

Semantic Vocal Tagging, Singer identification, Cross-domain Embedding Space Learning

Vocal Melody Extraction and Transcription

Vocal Melody Extraction, Singing Voice Detection, Singing Note Transcription

Symbolic Melody Similarity

Symbolic Music Representation, Symbolic Melody Retrieval

Multimodal Music Retrieval

Musical Word Embedding, Zero-shot Learning for Music Annotation and Retrieval, Query-by-Word, Query-by-Image

Soundscape and AI

Neuroscape, Mixedscape