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Khaled Koutini
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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
1642021
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
1152019
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
632019
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
502021
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
472019
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
422020
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
312017
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
292022
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
252019
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
242018
CP-JKU SUBMISSION TO DCASE22: DISTILLING KNOWLEDGE FOR LOW-COMPLEXITY CONVOLUTIONAL NEURAL NETWORKS FROM A PATCHOUT AUDIO TRANSFORMER
F Schmid, S Masoudian, K Koutini, G Widmer
DCASE2022 Challenge, Tech. Rep, 2022
232022
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
232019
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
222021
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
172019
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
152020
On Data Augmentation and Adversarial Risk: An Empirical Analysis
H Eghbal-zadeh, K Koutini, P Primus, V Haunschmid, M Lewandowski, ...
arXiv preprint arXiv:2007.02650, 2020
102020
Acoustic scene classification and audio tagging with receptive-fieldregularized CNNs
H Eghbal-zadeh, K Koutini, G Widmer
Tech. Rep., DCASE 2019 Challenge, 2019
102019
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
92022
Device-Robust Acoustic Scene Classification via Impulse Response Augmentation
T Morocutti, F Schmid, K Koutini, G Widmer
arXiv preprint arXiv:2305.07499, 2023
72023
Receptive-Field Regularized CNNs for Music Classification and Tagging
K Koutini, H Eghbal-Zadeh, V Haunschmid, P Primus, S Chowdhury, ...
arXiv preprint arXiv:2007.13503, 2020
72020
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