Music and Audio Computing Lab

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2017

  • 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 (Accepted)
  • 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, International Conference on Machine Learning (ICML), 2017 (Accepted)
  • 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 (Accepted)
  • 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
  • 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]
  • Visualization of Singing Expression Using Vibrato Lissajous Figures
    Tae Hyoung Kim and Juhan Nam
    Proceedings of the HCI Korea, 2017

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]
  • Characteristics of Non-linguistic Vocalizations as Auditory Emoticons (abstract)
    Kyoungsoo Chun, Jinah Kwak and Juhan Nam
    Proceedings of the 14th International Conference on Music Perception and Cognition (ICMPC), 2016 [pdf]
  • 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]
  • Investigation on Vocal Tags and Singer Similarity of K-pop
    Jongpil Lee, Tae Hyoung Kim, Sangeun Kum, Keunhyoung Luke Kim, Changheun Oh and Juhan Nam
    Proceedings of the Acoustical Society of Korea Spring Conference, 2016
  • Real-Time Singer Pitch Modification System Using PSOLA
    Tae Hyoung Kim and Juhan Nam
    Proceedings of the Acoustical Society of Korea Spring Conference, 2016
  • 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]
  • 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]
  • 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

  • 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 (abstract)
    Saebyul Park, Seunghun Kim, Dasaem Jeong, Juhan Nam and Jeounghoon Kim
    Proceedings of the Society for Music Perception and Cognition (SMPC), 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]

Pre-MACLab

  • Acoustic Scene Classification Using Sparse Feature Learning and Event-based Pooling
    Kyogu Lee, Ziwon Hyung, and Juhan Nam
    Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2013 [pdf]
  • Acoustic Scene Classification Using Sparse Feature Learning and Selective Max-Pooling by Event Detection
    Juhan Nam, Ziwon Hyung and Kyogu Lee
    IEEE AASP Challenge on Detection and Classification of Acoustic Scenes and Events, 2013 [pdf]
  • Learning Sparse Feature Representations for Music Annotation and Retrieval
    Juhan Nam, Jorge Herrera, Malcolm Slaney and Julius O. Smith
    Proceedings of the 13th International Conference for Music Information Retrieval (ISMIR) Conference, 2012 [pdf] [website] [demo]
  • Sound Recognition in Mixtures
    Juhan Nam, Gautham J. Mysore and Paris Smaragdis
    Proceedings of the International Conference on Latent Variable Analysis and Signal Separation (LVA/ICA), 2012 [pdf] [demo]
  • Optimized Polynomial Spline Basis Function Design for Quasi-Bandlimited Classical Waveform Synthesis
    Jussi Pekonen, Juhan Nam, Vesa Välimäki and Julius O. Smith
    IEEE Signal Processing Letters, 2012 [pdf]
  • Perceptually Informed Synthesis of Bandlimited Classical Waveforms Using Integrated Polynomial Interpolation
    Vesa Välimäki, Jussi Pekonen, Juhan Nam
    Journal of the Acoustical Society of America (JASA), 2012 [pdf]
  • A Classification-Based Polyphonic Piano Transcription Approach Using Learned Feature Representations
    Juhan Nam, Jiquan Ngiam, Honglak Lee and Malcolm Slaney
    Proceedings of the 12th International Conference for Music Information Retrieval (ISMIR) Conference, 2011 [pdf] [poster]
  • Multimodal Deep Learning
    Jiquan Ngiam, Aditya Khosla, Mingyu Kim, Juhan Nam, Honglak Lee and Andrew Y. Ng.
    Proceedings of the 28th International Conference on Machine Learning (ICML), 2011 [pdf]
  • Efficient Antialiasing Oscillator Algorithms Using Low-order Fractional Delay Filters
    Juhan Nam, Vesa Välimäki, Jonathan S. Abel, and Julius O. Smith
    IEEE Transactions on Audio, Speech and Language Processing, 2010 [pdf] [website]
  • Alias-suppressed Oscillators based on Differentiated Polynomial Waveforms
    Vesa Välimäki, Juhan Nam, Jonathan O. Smith, and Jonathan S. Abel
    IEEE Transactions on Audio, Speech and Language Processing, 2010 [pdf]
  • A super-resolution Spectrogram Using Coupled PLCA
    Juhan Nam, Gautham Mysore, Joachim Ganseman, Kyogu Lee, and Jonathan S. Abel
    Proceedings of the 11th Conference of the International Speech Communication Association (InterSpeech), 2010 [pdf] [website]
  • On Minimizing the Look-Up Table Size in Quasibandlimited Classical Waveform Oscillators
    Jussi Pekonen, Juhan Nam, Julius O. Smith, Jonathan S. Abel and V. Välimäki
    Proceedings of the 13th Int. Conference on Digital Audio Effects (DAFx), 2010 [pdf]
  • Variable Fractional Delay Filters in Bandlimited Oscillator Algorithms for Music Synthesis
    Jussi Pekonen, Vesa Välimäki, Juhan Nam, Julius O. Smith, and Jonathan S. Abel
    Proceedings of Int. Conference on Green Circuits and Systems, 2010 (Invited paper) [pdf]
  • Alias-free Virtual Analog Oscillators Using a Feedback Delay Loop
    Juhan Nam, Vesa Välimäki, Jonathan S. Abel, Julius O. Smith
    Proceedings of the 12th Int. Conference on Digital Audio Effects (DAFx), 2009 [pdf]
  • A Method for Estimating Interaural Time Difference for Binaural Synthesis
    Juhan Nam, Jonathan S. Abel, Julius O. Smith Proceedings of the 125th Audio Engineering Society Convention (AES), 2008 [pdf] [demo]
  • On the Minimum-phase Nature of Head-Related Transfer Functions
    Juhan Nam, Miriam A. Kolar, Jonathan S. Abel
    Proceedings of the 125th Audio Engineering Society Convention (AES), 2008 [pdf]
  • A Study of Sinusoid Generation Using Recursive Algorithms
    Juhan Nam
    Emile, Journal of Korea Electro-Acoustic Music Society, 2005