Efficient Training of Audio Transformers with Patchout K Koutini, J Schlüter, H Eghbal-zadeh, G Widmer Interspeech 2022, 23nd Annual Conference of the International Speech …, 2021 | 242 | 2021 |
The Receptive Field as a Regularizer in Deep Convolutional Neural Networks for Acoustic Scene Classification. K Koutini, H Eghbal-zadeh, M Dorfer, G Widmer Proceedings of the European Signal Processing Conference (EUSIPCO), 2019 | 121 | 2019 |
Acoustic Scene Classification and Audio Tagging with Receptive-Field-Regularized CNNs K Koutini, H Eghbal-zadeh, G Widmer Proceedings of the Detection and Classification of Acoustic Scenes and …, 2019 | 63 | 2019 |
Efficient Large-scale Audio Tagging via Transformer-to-CNN Knowledge Distillation F Schmid, K Koutini, G Widmer 2023 IEEE international conference on acoustics, speech and signal …, 2022 | 59 | 2022 |
Receptive field regularization techniques for audio classification and tagging with deep convolutional neural networks K Koutini, H Eghbal-zadeh, G Widmer IEEE/ACM Transactions on Audio, Speech, and Language Processing 29, 1987-2000, 2021 | 55 | 2021 |
Receptive-field-regularized CNN variants for acoustic scene classification K Koutini, H Eghbal-zadeh, G Widmer Proceedings of the Detection and Classification of Acoustic Scenes and …, 2019 | 49 | 2019 |
CP-JKU submissions to DCASE’20: Low-complexity cross-device acoustic scene classification with rf-regularized CNNs K Koutini, F Henkel, H Eghbal-zadeh, G Widmer Tech. Rep., DCASE2020 Challenge, 2020 | 43 | 2020 |
CPJKU submission to dcase22: Distilling knowledge for lowcomplexity convolutional neural networks from a patchout audio transformer F Schmid, S Masoudian, K Koutini, G Widmer Tech. Rep., Detection and Classification of Acoustic Scenes and Events …, 2022 | 31 | 2022 |
Classifying short acoustic scenes with I-vectors and CNNs: Challenges and optimisations for the 2017 DCASE ASC task B Lehner, H Eghbal-Zadeh, M Dorfer, F Korzeniowski, K Koutini, ... IEEE AASP Challenge on Detection and Classification of Acoustic Scen and …, 2017 | 31 | 2017 |
Exploiting Parallel Audio Recordings to Enforce Device Invariance in CNN-based Acoustic Scene Classification P Primus, H Eghbal-zadeh, D Eitelsebner, K Koutini, A Arzt, G Widmer Proceedings of the Detection and Classification of Acoustic Scenes and …, 2019 | 25 | 2019 |
Iterative knowledge distillation in r-cnns for weakly-labeled semi-supervised sound event detection K Koutini, H Eghbal-zadeh, G Widmer Detection and Classification of Acoustic Scenes and Events (DCASE) 2018 …, 2018 | 25 | 2018 |
CPJKU SUBMISSION TO DCASE21: Cross-device audio scene classification with wide sparse frequency-damped CNNs K Koutini, J Schlüter, G Widmer DCASE2021 Challenge, Tech. Rep., 2021 | 23 | 2021 |
Emotion and Theme Recognition in Music with Frequency-Aware RF-Regularized CNNs K Koutini, S Chowdhury, V Haunschmid, H Eghbal-zadeh, G Widmer Proceedings of the MediaEval 2019 Workshop, Sophia Antipolis, France, 27-30 …, 2019 | 23 | 2019 |
Knowledge Distillation from Transformers for Low-Complexity Acoustic Scene Classification F Schmid, S Masoudian, K Koutini, G Widmer Proceedings of the Detection and Classification of Acoustic Scenes and …, 2022 | 20 | 2022 |
Device-robust acoustic scene classification via impulse response augmentation T Morocutti, F Schmid, K Koutini, G Widmer 2023 31st European Signal Processing Conference (EUSIPCO), 176-180, 2023 | 18 | 2023 |
CP-JKU submission to DCASE23: efficient acoustic scene classification with CP-Mobile F Schmid, T Morocutti, S Masoudian, K Koutini, G Widmer DCASE2023 Challenge, Tech. Rep, 2023 | 18 | 2023 |
Acoustic scene classification with reject option based on resnets B Lehner, K Koutini, C Schwarzlmüller, T Gallien, G Widmer Proceedings of the Detection and Classification of Acoustic Scenes and …, 2019 | 18 | 2019 |
Low-Complexity Models for Acoustic Scene Classification Based on Receptive Field Regularization and Frequency Damping K Koutini, F Henkel, H Eghbal-zadeh, G Widmer Proceedings of the Detection and Classification of Acoustic Scenes and …, 2020 | 15 | 2020 |
Distilling the knowledge of transformers and CNNs with CP-mobile F Schmid, T Morocutti, S Masoudian, K Koutini, G Widmer Proceedings of the Detection and Classification of Acoustic Scenes and …, 2023 | 13 | 2023 |
Data-Efficient Low-Complexity Acoustic Scene Classification in the DCASE 2024 Challenge F Schmid, P Primus, T Heittola, A Mesaros, I Martín-Morató, K Koutini, ... arXiv preprint arXiv:2405.10018, 2024 | 12 | 2024 |