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--- |
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license: bsd-3-clause |
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tags: |
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- audio-classification |
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- audio |
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- environmental-sound |
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datasets: |
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- ashraq/esc50 |
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pipeline_tag: audio-classification |
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base_model: MIT/ast-finetuned-audioset-10-10-0.4593 |
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--- |
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# AST Fine-tuned on ESC-50 |
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An Audio Spectrogram Transformer (AST) model fine-tuned on the ESC-50 dataset for environmental sound classification. |
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## Model Description |
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This model is based on the [Audio Spectrogram Transformer](https://arxiv.org/abs/2104.01778) architecture, fine-tuned to classify 50 categories of environmental sounds. The AST applies a pure attention mechanism to audio spectrograms, treating them as sequences of patches similar to Vision Transformers (ViT). |
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## Training |
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- **Base Model**: MIT/ast-finetuned-audioset-10-10-0.4593 |
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- **Dataset**: [ESC-50](https://github.com/karolpiczak/ESC-50) (Environmental Sound Classification) |
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## Labels |
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The model classifies audio into 50 environmental sound categories: |
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**Animals**: cat, chirping_birds, cow, crow, dog, frog, hen, insects, pig, rooster, sheep |
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**Natural Sounds**: crackling_fire, crickets, rain, sea_waves, thunderstorm, water_drops, wind |
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**Human Sounds**: breathing, brushing_teeth, clapping, coughing, crying_baby, drinking_sipping, footsteps, laughing, sneezing, snoring |
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**Domestic Sounds**: clock_alarm, clock_tick, door_wood_creaks, door_wood_knock, glass_breaking, keyboard_typing, mouse_click, toilet_flush, vacuum_cleaner, washing_machine |
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**Urban Sounds**: airplane, car_horn, church_bells, engine, fireworks, helicopter, siren, train |
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**Mechanical/Tools**: can_opening, chainsaw, hand_saw, pouring_water |
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## License |
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BSD-3-Clause |
