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CombFinnish-AED-CRDNN
AaltoSpeech/CombFinnish-AED-CRDNN
CombFinnish-AED-CRDNN is a automatic speech recognition model from AaltoSpeech. Use it when you need speech turned into text. It is set up for speechbrain.
Finnish Attention-based Encoder-Decoder model trained on: - Puhelahjat (1500h colloquial Finnish donated by huge number of volunteers) - Finnish Parliament ASR Corpus (3000h speech from the sessions of the Finnish Par…
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At a glance
- Task
- Automatic Speech Recognition
- Library
- speechbrain
- Access
- Public
- Created
- Aug 12, 2023
- Updated
- Aug 12, 2023
- SHA
- b9c0dfbc
Model card
From the Hugging Face model README
Description
Finnish Attention-based Encoder-Decoder model trained on:
- Puhelahjat (1500h colloquial Finnish donated by huge number of volunteers)
- Finnish Parliament ASR Corpus (3000h speech from the sessions of the Finnish Parliament)
The Encoder is a CRDNN (Conv+LSTM+DNN), Decoder is GRU.
Performance expectations
This is a relatively fast and compact model (~40M parameters), performance is not state-of-the-art. This does not include a language model, the model is fully end-to-end.
This model should generalize to many types of speech. However, the model will also try to match colloquial speech (unlike some models which have learned to follow the written forms of Finnish). In fact being able to recognise many different dialects is a goal of the Puhelahjat data. The model is not especially robust to noise.
- Task
- Automatic Speech Recognition
- Library
- speechbrain
- Languages
- fi
- Created
- Aug 12, 2023
- Updated
- Aug 12, 2023