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violence-audio-Recognition-88822
Hemg/violence-audio-Recognition-88822
violence-audio-Recognition-88822 is a audio classification model from Hemg. Use it for the audio classification task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Audio Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- wav2vec2
- Access
- Public
- Created
- Apr 11, 2024
- Updated
- Apr 11, 2024
- SHA
- 4940e4c4
Base models
Datasets
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
violence-audio-Recognition-88822
This model is a fine-tuned version of facebook/wav2vec2-base on the audiofolder dataset. It achieves the following results on the evaluation set:
- Loss: 0.1980
- Accuracy: 0.9492
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 3e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.01
- num_epochs: 16
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.4717 | 1.0 | 60 | 0.2778 | 0.8859 |
| 0.2436 | 1.99 | 120 | 0.2150 | 0.9336 |
| 0.1808 | 2.99 | 180 | 0.1529 | 0.9585 |
| 0.1444 | 4.0 | 241 | 0.2275 | 0.9098 |
| 0.098 | 5.0 | 301 | 0.1924 | 0.9471 |
| 0.0752 | 5.99 | 361 | 0.1087 | 0.9720 |
| 0.0646 | 6.99 | 421 | 0.1321 | 0.9699 |
| 0.0762 | 8.0 | 482 | 0.1387 | 0.9627 |
| 0.0464 | 9.0 | 542 | 0.1980 | 0.9492 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Audio Classification
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Apr 11, 2024
- Updated
- Apr 11, 2024