Music and Audio Computing Lab

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International Conferences and Journals

2017

  • Raw Waveform-based Audio Classification Using Sample-level CNN Architectures
    Jongpil Lee, Taejun Kim, Jiyoung Park and Juhan Nam
    Machine Learning for Audio Signal Processing Workshop, Neural Information Processing Systems (NIPS), 2017 (Accepted)
  • Combining Multi-Scale Features Using Sample-level Deep Convolutional Neural Networks for Weakly Supervised Sound Event Detection
    Jongpil Lee, Jiyoung Park, Sangeun Kum, Youngho Jeong and Juhan Nam
    Proceedings of the 2nd Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE), 2017 [pdf]
  • Use the Force: Incorporating Touch Force Sensors into Mobile Music Interaction
    Edward Jangwon Lee, Sangeon Yong, Soonbeom Choi, Liwei Chan, Roshan Peiris and Juhan Nam
    Proceedings of the 13th International Symposium on Computer Music Multidisciplinary Research (CMMR), 2017 [pdf] [demo]
  • Multi-Level and Multi-Scale Feature Aggregation Using Sample-level Deep Convolutional Neural Networks for Music Classification
    Jongpil Lee and Juhan Nam
    Machine Learning for Music Discovery Workshop, the 34th International Conference on Machine Learning (ICML), 2017 [pdf]
  • How the Rhythm Is Actually Performed in the First Movement of the Beethoven’s Seventh Symphony
    Dasaem Jeong and Juhan Nam
    Proceedings of the 10th International Conference of Students of Systematic Musicology (SysMus), 2017 [pdf]
  • Sample-level Deep Convolutional Neural Networks for Music Auto-Tagging Using Raw Waveforms
    Jongpil Lee, Jiyoung Park, Keunhyoung Luke Kim and Juhan Nam
    Proceedings of the 14th Sound and Music Computing Conference (SMC), 2017 [pdf]
  • Audio-to-Score Alignment Of Piano Music Using RNN-based Automatic Music Transcription
    Taegyun Kwon, Dasaem Jeong and Juhan Nam
    Proceedings of the 14th Sound and Music Computing Conference (SMC), 2017 [pdf] [demo]
  • Multi-Level and Multi-Scale Feature Aggregation Using Pre-trained Convolutional Neural Networks for Music Auto-Tagging
    Jongpil Lee and Juhan Nam
    IEEE Signal Processing Letters, 2017 [pdf]
  • Note Intensity Estimation of Piano Recordings by Score-informed NMF
    Dasaem Jeong and Juhan Nam
    Proceedings of the Audio Engineering Society Conference on Semantic Audio (AES), 2017 [pdf]
  • ForceClicks: Enabling Efficient Button Interaction with Single Finger Touch
    Sangeon Yong, Edward Jangwon Lee, Roshan Peiris, Liwei Chan and Juhan Nam
    Proceedings of the International Conference on Tangible, Embedded and Embodied Interactions (TEI), 2017 [pdf] [demo]

2016

  • Melody Extraction on Vocal Segments Using Multi-Column Deep Neural Networks
    Sangeun Kum, Changheun Oh and Juhan Nam
    Proceedings of the 17th International Society for Music Information Retrieval Conference (ISMIR), 2016 [pdf] [website]
  • Comparison of Tonality Models in Measuring Chord Sequence Similarity
    Saebyul Park, Jeounghoon Kim and Juhan Nam
    Proceedings of the 14th International Conference on Music Perception and Cognition (ICMPC), 2016 [pdf]
  • Augmenting Environmental Interaction in Audio Feedback Systems
    Seunghun Kim, Graham Wakefield and Juhan Nam
    Applied Sciences, 2016 [pdf]
  • Sparse Feature Learning for Instrument Identification: Effects of Sampling and Pooling Methods
    Yoonchang Han, Subin Lee, Juhan Nam and Kyogu Lee
    Journal of the Acoustical Society of America (JASA), 2016 [pdf]
  • Visualizing Music in its Entirety using Acoustic Features: Music Flowgram
    Dasaem Jeong and Juhan Nam
    Proceedings of the 2nd International Conference on Technologies for Music Notation and Representation (TENOR), 2016 [pdf]

2015

  • Augmenting Room Acoustics and System Interaction for Intentional Control of Audio Feedback
    Seunghun Kim, Graham Wakefield and Juhan Nam
    Proceedings of the 41st International Computer Music Conference (ICMC), 2015 [pdf]
  • SoniControl: Gesture Recognition System for Electric Guitar Using VLF Beacon Signals
    Sangwon Suh, Juhan Nam and Sung-hee Lee
    Proceedings of the 15th International Conference on New Interfaces for Musical Expression (NIME), 2015 [pdf]
  • Toward Certain Sonic Properties of an Audio Feedback System by Evolutionary Control of Second-Order Structures
    Seunghun Kim, Juhan Nam and Graham Wakefield
    Proceedings of the 4th International Conference (and 12th European event) on Evolutionary and Biologically Inspired Music, Sound, Art and Design (EvoMUSART), 2015 [pdf] [demo]

Abstract, Demos and Technical Reports

  • PerformScore: Toward Performance Visualization With the Score on the Web Browser
    Dasaem Jeong, Taegyun Kwon, Chaelin Park and Juhan Nam
    Late Breaking Demo in the 18th International Society for Musical Information Retrieval Conference (ISMIR), 2017 [pdf]
  • Music Galaxy Hitchhiter: 3D Web Music Navigation Through Audio Space Trained with Tag and Artist Labels
    Dongwoo Suh, Kyungyun Lee, Jongpil Lee, Jiyoung Park and Juhan Nam
    Late Breaking Demo in the 18th International Society for Musical Information Retrieval Conference (ISMIR), 2017 [pdf]
  • Building K-POP Singing Voice Tag Dataset: A Progress Report
    KeunHyoung Luke Kim, Sangeun Kum, Chae Lin Park, Jongpil Lee, Jiyoung Park and Juhan Nam
    Late Breaking Demo in the 18th International Society for Musical Information Retrieval Conference (ISMIR), 2017 [pdf]
  • Automatic DJ Mix Generation Using Highlist Detection
    Adrian Kim, Soram Park, Jangyeon Park, Jung-Woo Ha, Taegyun Kwon and Juhan Nam
    Late Breaking Demo in the 18th International Society for Musical Information Retrieval Conference (ISMIR), 2017 [pdf]
  • Characteristics of Non-linguistic Vocalizations as Auditory Emoticons
    Kyoungsoo Chun, Jinah Kwak and Juhan Nam
    Proceedings of the 14th International Conference on Music Perception and Cognition (ICMPC), 2016 [pdf]
  • Sonic Participation in the Evolving Audio Feedback System
    Seunghun Kim, Changheun Oh, Graham Wakefield and Juhan Nam
    Proceedings of The 22nd International Symposium on Electronic Art (ISEA), 2016 [pdf] [demo]
  • A Deep Bag-of-Features Model for Music Auto-Tagging
    Juhan Nam, Jorge Herrera, Kyogu Lee
    arXiv preprint arXiv:1508.04999, 2015 [pdf]
  • Melodic and Harmonic Similarity for Music Plagiarism: Comparison between computational analysis and perceptual evaluation
    Saebyul Park, Seunghun Kim, Dasaem Jeong, Juhan Nam and Jeounghoon Kim
    Proceedings of the Society for Music Perception and Cognition (SMPC), 2015

Domestic Conferences and Journals

  • 바이브레이션 리사주 도형을 이용한 노래 창법 시각화
    김태형, 남주한, 한국 HCI 학회, 2017
  • 멜로디 추출 알고리즘으로 살펴보는 음악정보 검색
    금상은, 남주한, 대한전자공학회, 전자공학회지, 2016
  • 한국가요 목소리 태그 검증과 가수 유사도 분석
    이종필, 김태형, 금상은, 김근형, 오창현, 남주한, 한국 음향 학회 춘계 학술 대회, 2016
  • PSOLA 기법을 이용한 실시간 가창 음정 보정 시스템
    김태형, 남주한, 한국 음향 학회 춘계 학술 대회, 2016


Patents

  • 가창 표현 이식 시스템
    용상언, 남주한, 출원, 10-2017-0077908, 2017