whisper-medium-da Open-source Danish Speech Recognition Model - Free Deployment and Precise Speech Content Recognition

Whisper Medium Da

Developed by jstoone

A Danish automatic speech recognition (ASR) model fine-tuned based on OpenAI Whisper Medium, trained on Common Voice 11 and FLEURS datasets

Speech Recognition

Transformers

OtherOpen Source License:Apache-2.0 #Danish speech recognition #Low word error rate #Multi-dataset fine-tuning

Downloads 22

Release Time : 12/18/2022

Model Overview

This model is an automatic speech recognition system optimized for Danish, capable of converting Danish audio into text

Model Features

Danish optimization

Specially fine-tuned for Danish speech recognition, outperforming general-purpose models

Multi-dataset training

Trained on both Common Voice 11 and FLEURS datasets, covering various speech scenarios

Low word error rate

Achieves a word error rate (WER) of 13.71% on test sets

Model Capabilities

Danish audio-to-text conversion

Long-form speech transcription

Voice command recognition

Use Cases

Speech transcription

Automated meeting minutes

Automatically convert Danish meeting recordings into text transcripts

Approximately 86.3% accuracy (WER 13.7%)

Voice assistant

Supports Danish voice command recognition

Education

Language learning aid

Helps learners practice Danish pronunciation and listening

Training Loss	Epoch	Step	Validation Loss	Wer
0.0265	3.14	1000	0.3690	14.7607
0.0063	6.29	2000	0.4342	14.0926
0.0016	9.43	3000	0.4847	14.3609
0.002	12.58	4000	0.4919	14.1715
0.0013	15.72	5000	0.5114	14.2294
0.0014	18.87	6000	0.5197	13.9137
0.0003	22.01	7000	0.5422	14.1978
0.0001	25.16	8000	0.5659	13.8716
0.0001	28.3	9000	0.5772	13.7296
0.0001	31.45	10000	0.5814	13.7086

Property	Details
Model Type	Whisper Medium Danish (CV11 + FLEAURS)
Training Data	mozilla - foundation/common_voice_11_0,google/fleurs da,da_dk dataset
License	Apache - 2.0
Tags	generated_from_trainer, hf - asr - leaderboard, whisper - event
Metrics	wer
Base Model	openai/whisper - medium

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Whisper Medium Da

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 Whisper Medium Danish (CV11 + FLEAURS)

🚀 Quick Start

📚 Documentation

Model description

Intended uses & limitations

Training and evaluation data

🔧 Technical Details

Training procedure

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