Locating Segments with Drums in Music Signals. - Toni Heittola; Anssi Klapuri (ISMIR, 2002)

TUT Acoustic Event Detection System 2007. - Toni Heittola; Anssi Klapuri (CLEAR, 2007)

Interpolating hidden Markov model and its application to automatic instrument recognition. - Tuomas Virtanen; Toni Heittola (ICASSP, 2009)

Musical Instrument Recognition in Polyphonic Audio Using Source-Filter Model for Sound Separation. - Toni Heittola; Anssi Klapuri; Tuomas Virtanen (ISMIR, 2009)

Audio context recognition using audio event histograms. - Toni Heittola; Annamaria Mesaros; Antti J. Eronen; Tuomas Virtanen (EUSIPCO, 2010)

Acoustic event detection in real life recordings. - Annamaria Mesaros; Toni Heittola; Antti J. Eronen; Tuomas Virtanen (EUSIPCO, 2010)

Sound source separation in monaural music signals using excitation-filter model and em algorithm. - Anssi Klapuri; Tuomas Virtanen; Toni Heittola (ICASSP, 2010)

Latent semantic analysis in sound event detection. - Annamaria Mesaros; Toni Heittola; Anssi Klapuri (EUSIPCO, 2011)

Group Delay Function from All-Pole Models for Musical Instrument Recognition. - Aleksandr Diment; Padmanabhan Rajan; Toni Heittola; Tuomas Virtanen (CMMR, 2013)

Semi-supervised learning for musical instrument recognition. - Aleksandr Diment; Toni Heittola; Tuomas Virtanen (EUSIPCO, 2013)

Supervised model training for overlapping sound events based on unsupervised source separation. - Toni Heittola; Annamaria Mesaros; Tuomas Virtanen; Moncef Gabbouj (ICASSP, 2013)

Analysis of acoustic-semantic relationship for diversely annotated real-world audio data. - Annamaria Mesaros; Toni Heittola; Kalle J. Palomäki (ICASSP, 2013)

Query-by-example retrieval of sound events using an integrated similarity measure of content and label. - Annamaria Mesaros; Toni Heittola; Kalle J. Palomäki (WIAMIS, 2013)

Context-dependent sound event detection. - Toni Heittola; Annamaria Mesaros; Antti J. Eronen; Tuomas Virtanen (EURASIP J. Audio Speech Music. Process., 2013)

On the human ability to discriminate audio ambiances from similar locations of an urban environment. - Dani Korpi; Toni Heittola; Timo Partala; Antti J. Eronen; Annamaria Mesaros; Tuomas Virtanen (Pers. Ubiquitous Comput., 2013)

Method for creating location-specific audio textures. - Toni Heittola; Annamaria Mesaros; Dani Korpi; Antti J. Eronen; Tuomas Virtanen (EURASIP J. Audio Speech Music. Process., 2014)

Multi-label vs. combined single-label sound event detection with deep neural networks. - Emre Cakir; Toni Heittola; Heikki Huttunen; Tuomas Virtanen (EUSIPCO, 2015)

Automatic recognition of environmental sound events using all-pole group delay features. - Aleksandr Diment; Emre Cakir; Toni Heittola; Tuomas Virtanen (EUSIPCO, 2015)

Sound event detection in real life recordings using coupled matrix factorization of spectral representations and class activity annotations. - Annamaria Mesaros; Toni Heittola; Onur Dikmen; Tuomas Virtanen (ICASSP, 2015)

Polyphonic sound event detection using multi label deep neural networks. - Emre Cakir; Toni Heittola; Heikki Huttunen; Tuomas Virtanen (IJCNN, 2015)

Sound Event Detection in Multichannel Audio Using Spatial and Harmonic Features. - Sharath Adavanne; Giambattista Parascandolo; Pasi Pertilä; Toni Heittola; Tuomas Virtanen (DCASE, 2016)

TUT database for acoustic scene classification and sound event detection. - Annamaria Mesaros; Toni Heittola; Tuomas Virtanen (EUSIPCO, 2016)

DCASE2017 Challenge Setup: Tasks, Datasets and Baseline System. - Annamaria Mesaros; Toni Heittola; Aleksandr Diment; Benjamin Elizalde; Ankit Shah 001; Emmanuel Vincent 001; Bhiksha Raj; Tuomas Virtanen (DCASE, 2017)

Active learning for sound event classification by clustering unlabeled data. - Shuyang Zhao; Toni Heittola; Tuomas Virtanen (ICASSP, 2017)

Assessment of human and machine performance in acoustic scene classification: Dcase 2016 case study. - Annamaria Mesaros; Toni Heittola; Tuomas Virtanen (WASPAA, 2017)

Learning vocal mode classifiers from heterogeneous data sources. - Shuyang Zhao; Toni Heittola; Tuomas Virtanen (WASPAA, 2017)

Convolutional Recurrent Neural Networks for Polyphonic Sound Event Detection. - Emre Çakir; Giambattista Parascandolo; Toni Heittola; Heikki Huttunen; Tuomas Virtanen (IEEE ACM Trans. Audio Speech Lang. Process., 2017)

DCASE2016 Challenge Submissions Package. - Annamaria Mesaros; Toni Heittola; Tuomas Virtanen; Emmanouil Benetos; Mathieu Lagrange; Grégoire Lafay; Peter Foster; Mark D. Plumbley (Zenodo, 2017)

A multi-device dataset for urban acoustic scene classification. - Annamaria Mesaros; Toni Heittola; Tuomas Virtanen (DCASE, 2018)

Using Sequential Information in Polyphonic Sound Event Detection. - Guangpu Huang; Toni Heittola; Tuomas Virtanen (IWAENC, 2018)

Acoustic Scene Classification: An Overview of Dcase 2017 Challenge Entries. - Annamaria Mesaros; Toni Heittola; Tuomas Virtanen (IWAENC, 2018)

An Active Learning Method Using Clustering and Committee-Based Sample Selection for Sound Event Classification. - Shuyang Zhao; Toni Heittola; Tuomas Virtanen (IWAENC, 2018)

Acoustic Scene Classification: a Competition Review. - Shayan Gharib; Honain Derrar; Daisuke Niizumi; Tuukka Senttula; Janne Tommola; Toni Heittola; Tuomas Virtanen; Heikki Huttunen (MLSP, 2018)

Detection and Classification of Acoustic Scenes and Events: Outcome of the DCASE 2016 Challenge. - Annamaria Mesaros; Toni Heittola; Emmanouil Benetos; Peter Foster; Mathieu Lagrange; Tuomas Virtanen; Mark D. Plumbley (IEEE ACM Trans. Audio Speech Lang. Process., 2018)

Acoustic Scene Classification in DCASE 2019 Challenge: Closed and Open Set Classification and Data Mismatch Setups. - Annamaria Mesaros; Toni Heittola; Tuomas Virtanen (DCASE, 2019)

Audio-Based Epileptic Seizure Detection. - M. N. Istiaq Ahsan; Csaba Kertész; Annamaria Mesaros; Toni Heittola; Andrew Knight; Tuomas Virtanen (EUSIPCO, 2019)

Sound Event Envelope Estimation in Polyphonic Mixtures. - Irene Martín-Morató; Annamaria Mesaros; Toni Heittola; Tuomas Virtanen; Maximo Cobos; Francesc J. Ferri (ICASSP, 2019)

City Classification from Multiple Real-World Sound Scenes. - Helen L. Bear; Toni Heittola; Annamaria Mesaros; Emmanouil Benetos; Tuomas Virtanen (WASPAA, 2019)

Joint Measurement of Localization and Detection of Sound Events. - Annamaria Mesaros; Sharath Adavanne; Archontis Politis; Toni Heittola; Tuomas Virtanen (WASPAA, 2019)

Sound Event Detection in the DCASE 2017 Challenge. - Annamaria Mesaros; Aleksandr Diment; Benjamin Elizalde; Toni Heittola; Emmanuel Vincent 001; Bhiksha Raj; Tuomas Virtanen (IEEE ACM Trans. Audio Speech Lang. Process., 2019)

Sound event localization and detection (SELDnet) results. - Sharath Adavanne; Archontis Politis; Annamaria Mesaros; Toni Heittola; Tuomas Virtanen (Zenodo, 2019)

Acoustic Scene Classification in DCASE 2020 Challenge: Generalization Across Devices and Low Complexity Solutions. - Toni Heittola; Annamaria Mesaros; Tuomas Virtanen (DCASE, 2020)

Active Learning for Sound Event Detection. - Shuyang Zhao; Toni Heittola; Tuomas Virtanen (IEEE ACM Trans. Audio Speech Lang. Process., 2020)

Low-Complexity Acoustic Scene Classification for Multi-Device Audio: Analysis of DCASE 2021 Challenge Systems. - Irene Martín-Morató; Toni Heittola; Annamaria Mesaros; Tuomas Virtanen (DCASE, 2021)

Audio-Visual Scene Classification: Analysis of DCASE 2021 Challenge Submissions. - Shanshan Wang; Annamaria Mesaros; Toni Heittola; Tuomas Virtanen (DCASE, 2021)

A Curated Dataset of Urban Scenes for Audio-Visual Scene Analysis. - Shanshan Wang; Annamaria Mesaros; Toni Heittola; Tuomas Virtanen (ICASSP, 2021)

Sound Event Detection: A tutorial. - Annamaria Mesaros; Toni Heittola; Tuomas Virtanen; Mark D. Plumbley (IEEE Signal Process. Mag., 2021)

Overview and Evaluation of Sound Event Localization and Detection in DCASE 2019. - Archontis Politis; Annamaria Mesaros; Sharath Adavanne; Toni Heittola; Tuomas Virtanen (IEEE ACM Trans. Audio Speech Lang. Process., 2021)

Computational Audio Content Analysis in Everyday Environments. - Toni Heittola (2021)

Low-Complexity Acoustic Scene Classification in DCASE 2022 Challenge. - Irene Martín-Morató; Francesco Paissan; Alberto Ancilotto; Toni Heittola; Annamaria Mesaros; Elisabetta Farella; Alessio Brutti; Tuomas Virtanen (DCASE, 2022)

Zero-Shot Audio Classification using Image Embeddings. - Duygu Dogan; Huang Xie; Toni Heittola; Tuomas Virtanen (EUSIPCO, 2022)

Sound Event Detection with Soft Labels: A New Perspective on Evaluation. - Manu Harju; Irene Martín-Morató; Toni Heittola; Annamaria Mesaros (EUSIPCO, 2024)

UNS Exterior Spatial Sound Events Dataset for Urban Monitoring. - Sinisa Suzic; Irene Martín-Morató; Nikola Simic; Charitha Raghavaraju; Toni Heittola; Vuk Stanojev; Dragana Bajovic (EUSIPCO, 2024)

Positive and Negative Sampling Strategies for Self-Supervised Learning on Audio-Video Data. - Shanshan Wang; Soumya Tripathy; Toni Heittola; Annamaria Mesaros (ICASSP Workshops, 2024)

Multi-Label Zero-Shot Audio Classification with Temporal Attention. - Duygu Dogan; Huang Xie; Toni Heittola; Tuomas Virtanen (IWAENC, 2024)

Data-Efficient Low-Complexity Acoustic Scene Classification in the DCASE 2024 Challenge. - Florian Schmid; Paul Primus; Toni Heittola; Annamaria Mesaros; Irene Martín-Morató; Khaled Koutini; Gerhard Widmer (CoRR, 2024)

A decade of DCASE: Achievements, practices, evaluations and future challenges. - Annamaria Mesaros; Romain Serizel; Toni Heittola; Tuomas Virtanen; Mark D. Plumbley (ICASSP, 2025)

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge. - Florian Schmid; Paul Primus; Toni Heittola; Annamaria Mesaros; Irene Martín-Morató; Gerhard Widmer (CoRR, 2025)