Publications
2022
Ohshiro, K., Cartwright, M. How people who are deaf, Deaf, and hard of hearing use technology in creative sound activities. In Proceedings of International ACM SIGACCESS Conference on Computers and Accessibility (ASSETS), 2022.
Wang, Y., Cartwright, M., Bello, J.P. Active Few-Shot Learning for Sound Event Detection. In Proceedings of INTERSPEECH, 2022.
Srivastava, S., Wu, H., Rulff, J., Fuentes, M., Cartwright, M., Silva, C., Arora, A., Bello, J.P. A Study on Robustness to Perturbations for Representations of Environmental Sound. In Proceedings of the European Signal Processing Conference (EUSIPCO), 2022.
Rulff, J., Miranda, F., Hosseini, M., Lage, M., Cartwright, M., Dove, G., Bello, J.P., Silva, C. Urban Rhapsody: Large-scale Exploration of Urban Soundscapes. In Proceedings of the Eurgraphics Conference on Visualization (EuroVis), 2022.
Mendez, A.E.M., Cartwright, M., Bello, J.P., Nov, O. Eliciting Confidence for Improving Crowdsourced Audio Annotations. In Proceedings of the ACM on Human-Computer Interaction, vol. 6(CSCW1), 2022.
2021
Fuentes, M., Zhao, D., Lostanlen, V., Cartwright, M., Mydlarz, C., Bello, J.P. MONYC: Music of New York City Dataset. In Proceedings of the Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE), 2021.
Wang, Y., Bryan, N., Salamon, J., Cartwright, M., Bello, J.P. Who calls the shots? Rethinking few-shot learning for audio. In Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2021. Special Best Paper Award
Cramer, A., Cartwright, M., Pishdadian, F., Bello, J.P. Weakly Supervised Source-Specific Sound Level Estimation in Noisy Soundscapes. In Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2021.
Wang, Y., Bryan, N.J., Cartwright, M., Bello, J.P., Salamon, J. Few-Shot Continual Learning for Audio Classification. In Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021.
Srivastava, S., Roy, D., Cartwright, M., Bello, J.P., Arora, A. Specialized Embedding Approximation for Edge Intelligence: A Case Study in Urban Sound Classification. In Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021.
2020
Cartwright, M., Cramer, J., Mendez, A.E.M., Wang, Y., Wu, H., Lostanlen, V., Fuentes, M., Dove, G., Mydlarz, C., Salamon, J., Nov, O., Bello, J.P. SONYC-UST-V2: An Urban Sound Tagging Dataset with Spatiotemporal Context. In Proceedings of the Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE), 2020.
Wang, Y., Salamon, J., Cartwright, M., Bryan, N.J., Bello, J.P. Few-Shot Drum Transcription in Polyphonic Music. In Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), 2020.
2019
Cohen-Hadria, A., Cartwright, M., McFee, B., Bello, J.P. Voice Anonymization in Urban Sound Recordings. In Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing (MLSP), 2019.
Cartwright, M., Cramer, J., Salamon, J., Bello, J.P. TriCycle: Audio Representation Learning from Sensor Network Data Using Self-Supervision. In Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2019.
Cartwright, M., Mendez, A.E.M., Cramer, J., Lostanlen, V., Dove, G., Wu, H., Salamon, J., Nov, O., Bello, J.P. SONYC Urban Sound Tagging (SONYC-UST): A Multilabel Dataset from an Urban Acoustic Sensor Network. In Proceedings of the Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE) , 2019.
Pardo, B., Cartwright, M., Seetharaman, P., Kim, B. Learning to Build Natural Audio Production Interfaces. In Arts, 2019, vol. 8(3), 110.
Wang, Y., Mendez, A.E.M., Cartwright, M., Bello, J.P. Active Learning for Efficient Audio Annotation and Classification with a Large Amount of Unlabeled Data. In Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2019.
Mendez, A.E.M., Cartwright, M., Bello, J.P. Machine-Crowd-Expert Model for Increasing User Engagement and Annotation Quality. In Proceedings of ACM CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA), 2019.
Cartwright, M., Dove, G., Mendez, A.E.M., Bello, J.P., Nov, O. Crowdsourcing Multi-label Audio Annotation Tasks with Citizen Scientists. In Proceedings of ACM Conference on Human Factors in Computing Systems (CHI), 2019.
McFee, B., Kim, J.W., Cartwright, M., Salamon, J., Bittner, R., Bello, J.P. Open-Source Practices for Music Signal Processing Research: Recommendations for Transparent, Sustainable, and Reproducible Audio Research. In IEEE Signal Processing Magazine, vol. 36(1), 2019.
Lostanlen, V., Salamon, J., Cartwright, M., McFee, B., Farnsworth, A., Kelling, S., Bello, J.P. Per-Channel Energy Normalization: Why and How. In IEEE Signal Processing Letters, vol. 26(1), 2019, pp. 39-43.
Kumari, S., Roy, D., Cartwright, M., Bello, J.P., Arora, A. EdgeL3: Compressing L3-Net for Mote Scale Urban Noise Monitoring. In Proceedings of the Workshop on Parallel AI and Systems for the Edge (PAISE), 2019.
2018
Cartwright, M., Bello, J.P. Increasing Drum Transcription Vocabulary Using Data Synthesis. In Proceedings of the International Conference on Digital Audio Effects (DAFx), 2018.
Cartwright, M., Salamon, J., Seals, A., Nov, O., Bello, J.P. Investigating the Effect of Sound-Event Loudness on Crowdsourced Audio Annotations. In Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2018.
Cartwright, M., Pardo, B., Mysore, G. Crowdsourced Pairwise-Comparison for Source Separation Evaluation. In Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2018.
2017
Cartwright, M., Seals, A., Salamon, J., Williams, A., Mikloska, S., MacConnell, D., Law, E., Bello, J.P., Nov, O. Seeing Sound: Investigating the Effects of Visualizations and Complexity on Crowdsourced Audio Annotations. In Proceedings of the ACM on Human-Computer Interaction, vol. 1(2): Computer-Supported Cooperative Work and Social Computing, 2017.
Salamon, J., MacConnell, D., Cartwright, M., Li, P., Bello, J.P. Scaper: A Library for Soundscape Synthesis and Augmentation. In Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2017.
2016
Cartwright, M. Supporting Novice Communication of Audio Concepts for Audio Production Tools. PhD thesis, Northwestern University, 2016.
Brewer, R., Cartwright, M., Karp, A., Pardo, B., Piper, A.M. An Approach to Audio-Only Editing for Visually Impaired Seniors. In Proceedings of the ACM SIGACCESS Conference on Computers and Accessibility (ASSETS), 2016.
Cartwright, M., Pardo, B. The Moving Target in Creative Interactive Machine Learning. In Proceedings of the Workshop on Human Centred Machine Learning (HCML) at the ACM Conference on Human Factors in Computing Systems (CHI), 2016.
Cartwright, M., Pardo, B., Mysore, G., Hoffman, M. Fast and Easy Crowdsourced Perceptual Audio Evaluation. In Proceedings of the International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2016.
2015
Ford, J., Cartwright, M., Pardo, B. MixViz: A Tool to Visualize Masking in Audio Mixes. In Proceedings of the 139th International Audio Engineering Society Convention (AES), 2015.
Cartwright, M., Pardo, B. VocalSketch: Vocally Imitating Audio Concepts. In Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI), 2015. Honorable Mention
Cartwright, M., Pardo, B. Audio Production with Intelligent Machines. In Proceedings of the Workshop on Collaborating with Intelligent Machines: Interfaces for Creative Sound at the ACM Conference of Human Factors in Computing Systems (CHI), 2015.
2014
Cartwright, M., Pardo, B. SynthAssist: An Audio Synthesizer Programmed With Vocal Imitation. In Proceedings of the ACM International Conference on Multimedia (ACM MM), 2014. Best Demo Award
Cartwright, M., Pardo, B. SynthAssist: Querying an Audio Synthesizer by Vocal Imitation. In Proceedings of New Instruments for Musical Expression (NIME), 2014.
Cartwright, M., Pardo, B. Translating Sound Adjectives by Collectively Teaching Abstract Representations. In Proceedings of the Collective Intelligence Conference, 2014.
Cartwright, M., Pardo, B., Reiss, J. , Mixploration: Rethinking the Audio Mixer Interface. In Proceedings of the International Conference on Intelligent User Interfaces (IUI), 2014.
2013
2012
Cartwright, M., Pardo, B. Novelty Measures as Cues for Temporal Salience in Audio Similarity. In Proceedings of the ACM Workshop on Music Information Retrieval with User-Centered and Multimodal Strategies (MIRUM), 2012.
Cartwright, M., Pardo, B. Building a Music Search Database Using Human Computation. In Proceedings of the Sound and Music Computing Conference (SMC), 2012.
2011
Cartwright, M., Pardo, B. Interactive Learning for Creativity Support in Music Production. Presented at Semi-Automated Creativity Workshop at Creativity and Cognition, 2011.
Cartwright, M., Rafii, Z., Han, J., Pardo, B. Making Searchable Melodies: Human vs. Machine. In Proceedings of the 2011 AAAI Workshop on Human Computation (HCOMP), 2011.