Aku Rouhe

According to our database, Aku Rouhe authored at least 24 papers between 2016 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Attention-based End-to-End Models in Language Technology ; Attentiopohjaiset kokonaismallit kieliteknologiassa.

Aku Rouhe

PhD thesis, 2024

Principled Comparisons for End-to-End Speech Recognition: Attention vs Hybrid at the 1000-Hour Scale.

Aku Rouhe, Tamás Grósz, Mikko Kurimo

IEEE ACM Trans. Audio Speech Lang. Process., 2024

Open-Source Conversational AI with SpeechBrain 1.0.

Mirco Ravanelli, Titouan Parcollet, Adel Moumen, Sylvain de Langen, Cem Subakan, Peter Plantinga, Yingzhi Wang, Pooneh Mousavi, Luca Della Libera, Artem Ploujnikov, Francesco Paissan, Davide Borra, Salah Zaiem, Zeyu Zhao, Shucong Zhang, Georgios Karakasidis, Sung-Lin Yeh, Pierre Champion, Aku Rouhe, Rudolf Braun, Florian Mai, Juan Zuluaga-Gomez, Seyed Mahed Mousavi, Andreas Nautsch, Xuechen Liu, Sangeet Sagar, Jarod Duret, Salima Mdhaffar, Gaëlle Laperrière, Mickael Rouvier, Renato De Mori, Yannick Estève

CoRR, 2024

2023

Finnish parliament ASR corpus.

Anja Virkkunen, Aku Rouhe, Nhan Phan, Mikko Kurimo

Lang. Resour. Evaluation, December, 2023

Lahjoita puhetta: a large-scale corpus of spoken Finnish with some benchmarks.

Anssi Moisio, Dejan Porjazovski, Aku Rouhe, Yaroslav Getman, Anja Virkkunen, Ragheb Al-Ghezi, Mietta Lennes, Tamás Grósz, Krister Lindén, Mikko Kurimo

Lang. Resour. Evaluation, September, 2023

A pronunciation Scoring System Embedded into Children's Foreign Language Learning Games with Experimental Verification of Learning Benefits.

Reima Karhila, Sari Ylinen, Anna-Riikka Smolander, Aku Rouhe, Ragheb Al-Ghezi, Yaroslav Getman, Tamás Grósz, Maria Uther, Mikko Kurimo

Proceedings of the 9th Workshop on Speech and Language Technology in Education, 2023

Investigating wav2vec2 context representations and the effects of fine-tuning, a case-study of a Finnish model.

Tamás Grósz, Yaroslav Getman, Ragheb Al-Ghezi, Aku Rouhe, Mikko Kurimo

Proceedings of the 24th Annual Conference of the International Speech Communication Association, 2023

2022

Finnish Parliament ASR corpus - Analysis, benchmarks and statistics.

Anja Virkkunen, Aku Rouhe, Nhan Phan, Mikko Kurimo

CoRR, 2022

Lahjoita puhetta - a large-scale corpus of spoken Finnish with some benchmarks.

Anssi Moisio, Dejan Porjazovski, Aku Rouhe, Yaroslav Getman, Anja Virkkunen, Tamás Grósz, Krister Lindén, Mikko Kurimo

CoRR, 2022

Low Resource Comparison of Attention-based and Hybrid ASR Exploiting wav2vec 2.0.

Aku Rouhe, Anja Virkkunen, Juho Leinonen, Mikko Kurimo

Proceedings of the 23rd Annual Conference of the International Speech Communication Association, 2022

2021

SpeechBrain: A General-Purpose Speech Toolkit.

Mirco Ravanelli, Titouan Parcollet, Peter Plantinga, Aku Rouhe, Samuele Cornell, Loren Lugosch, Cem Subakan, Nauman Dawalatabad, Abdelwahab Heba, Jianyuan Zhong, Ju-Chieh Chou, Sung-Lin Yeh, Szu-Wei Fu, Chien-Feng Liao, Elena Rastorgueva, François Grondin, William Aris, Hwidong Na, Yan Gao, Renato De Mori, Yoshua Bengio

CoRR, 2021

An Equal Data Setting for Attention-Based Encoder-Decoder and HMM/DNN Models: A Case Study in Finnish ASR.

Aku Rouhe, Astrid Van Camp, Mittul Singh, Hugo Van hamme, Mikko Kurimo

Proceedings of the Speech and Computer - 23rd International Conference, 2021

Speaker Verification Experiments for Adults and Children Using Shared Embedding Spaces.

Tuomas Kaseva, Hemant Kumar Kathania, Aku Rouhe, Mikko Kurimo

Proceedings of the 23rd Nordic Conference on Computational Linguistics, 2021

Self-Supervised End-to-End ASR for Low Resource L2 Swedish.

Ragheb Al-Ghezi, Yaroslav Getman, Aku Rouhe, Raili Hildén, Mikko Kurimo

Proceedings of the 22nd Annual Conference of the International Speech Communication Association, Interspeech 2021, Brno, Czechia, August 30, 2021

2020

Multimodal machine translation through visuals and speech.

Umut Sulubacak, Ozan Caglayan, Stig-Arne Grönroos, Aku Rouhe, Desmond Elliott, Lucia Specia, Jörg Tiedemann

Mach. Transl., 2020

Finnish Language Modeling with Deep Transformer Models.

Abhilash Jain, Aku Rouhe, Stig-Arne Grönroos, Mikko Kurimo

CoRR, 2020

Finnish ASR with Deep Transformer Models.

Abhilash Jain, Aku Rouhe, Stig-Arne Grönroos, Mikko Kurimo

Proceedings of the 21st Annual Conference of the International Speech Communication Association, 2020

Speaker-Aware Training of Attention-Based End-to-End Speech Recognition Using Neural Speaker Embeddings.

Aku Rouhe, Tuomas Kaseva, Mikko Kurimo

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

2019

Spherediar: An Effective Speaker Diarization System for Meeting Data.

Tuomas Kaseva, Aku Rouhe, Mikko Kurimo

Proceedings of the IEEE Automatic Speech Recognition and Understanding Workshop, 2019

2018

The MeMAD Submission to the IWSLT 2018 Speech Translation Task.

Umut Sulubacak, Jörg Tiedemann, Aku Rouhe, Stig-Arne Grönroos, Mikko Kurimo

Proceedings of the 15th International Conference on Spoken Language Translation, 2018

Captaina: Integrated Pronunciation Practice and Data Collection Portal.

Aku Rouhe, Reima Karhila, Aija Elg, Minnaleena Toivola, Peter Smit, Anna-Riikka Smolander, Mikko Kurimo

Proceedings of the 19th Annual Conference of the International Speech Communication Association, 2018

2017

A pipeline for automatic assessment of foreign language pronunciation.

Aku Rouhe, Reima Karhila, Heini Kallio, Mikko Kurimo

Proceedings of the 7th ISCA International Workshop on Speech and Language Technology in Education, 2017

Reading Validation for Pronunciation Evaluation in the Digitala Project.

Aku Rouhe, Reima Karhila, Peter Smit, Mikko Kurimo

Proceedings of the 18th Annual Conference of the International Speech Communication Association, 2017

2016

Digitala: An Augmented Test and Review Process Prototype for High-Stakes Spoken Foreign Language Examination.

Reima Karhila, Aku Rouhe, Peter Smit, André Mansikkaniemi, Heini Kallio, Erik Lindroos, Raili Hildén, Martti Vainio, Mikko Kurimo

Proceedings of the 17th Annual Conference of the International Speech Communication Association, 2016