wav2vec2-base-common-voice-persian-colab Open Source Model - Free and Precise Persian Speech-to-Text Conversion

Wav2vec2 Base Common Voice Persian Colab

Developed by zoha

This model is a fine-tuned speech recognition model based on facebook/wav2vec2-base for Persian language datasets, primarily used for Persian speech-to-text tasks.

Speech Recognition

Transformers

Open Source License:Apache-2.0 #Persian speech recognition #wav2vec2 fine-tuning #low-resource optimization

Downloads 21

Release Time : 5/26/2022

Model Overview

This is an automatic speech recognition (ASR) model optimized for Persian, based on the wav2vec2 architecture and fine-tuned on the Common Voice Persian dataset, suitable for Persian speech transcription scenarios.

Model Features

Persian Optimization

Specially fine-tuned for Persian speech characteristics to improve recognition accuracy

Based on wav2vec2

Utilizes Facebook's open-source wav2vec2-base architecture with powerful speech feature extraction capabilities

Colab Compatible

The model name indicates its suitability for use in Google Colab environments

Model Capabilities

Persian speech recognition

Speech-to-text

Audio content transcription

Use Cases

Speech Transcription

Persian Speech Transcription

Convert Persian speech content into text format

Word Error Rate (WER) 0.6911

Voice Assistants

Persian Voice Command Recognition

Used for voice command recognition in Persian voice assistants or control systems

Training Loss	Epoch	Step	Validation Loss	Wer
No log	1.26	300	3.0670	1.0
3.3475	2.52	600	2.5530	1.0
3.3475	3.78	900	1.4598	0.9555
2.0348	5.04	1200	1.2189	0.8797
1.0817	6.3	1500	1.1242	0.8268
1.0817	7.56	1800	1.0764	0.7957
0.7973	8.82	2100	1.1023	0.7863
0.7973	10.08	2400	1.0583	0.7785
0.6514	11.34	2700	1.0963	0.7512
0.5878	12.61	3000	1.1200	0.7494
0.5878	13.87	3300	1.0396	0.7402
0.484	15.13	3600	1.1407	0.7340
0.484	16.39	3900	1.1534	0.7584
0.4384	17.65	4200	1.0973	0.7236
0.3966	18.91	4500	1.0623	0.7358
0.3966	20.17	4800	1.1655	0.7112
0.3408	21.43	5100	1.1825	0.7084
0.3408	22.69	5400	1.1436	0.7029
0.3274	23.95	5700	1.1077	0.6988
0.2948	25.21	6000	1.1454	0.7066
0.2948	26.47	6300	1.1411	0.6956
0.2545	27.73	6600	1.0952	0.6918
0.2545	28.99	6900	1.1446	0.6911

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Wav2vec2 Base Common Voice Persian Colab

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 wav2vec2-base-common-voice-persian-colab

📚 Documentation

📄 License

🔧 Technical Details

Training Hyperparameters

Training Results

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