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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
2642021
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
1262019
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
672022
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
652019
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
612021
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
502019
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
462020
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
322022
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
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
262019
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
252021
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
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
252018
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
222023
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
212022
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
202023
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
182019
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
152024
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
Advancing Natural-Language Based Audio Retrieval with PaSST and Large Audio-Caption Data Sets
P Primus, K Koutini, G Widmer
arXiv preprint arXiv:2308.04258, 2023
142023
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