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YamNet

Audio Classification
PyTorch
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android
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v0.29.1

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.29.1 for changelog.

Files changed (3) hide show
  1. README.md +27 -29
  2. YamNet.bin +0 -3
  3. YamNet.so +0 -3
README.md CHANGED
@@ -35,35 +35,33 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | YamNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 0.682 ms | 0 - 19 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 0.668 ms | 0 - 10 MB | NPU | Use Export Script |
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- | YamNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.392 ms | 0 - 30 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 0.431 ms | 0 - 21 MB | NPU | Use Export Script |
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- | YamNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.22 ms | 0 - 64 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.221 ms | 0 - 3 MB | NPU | Use Export Script |
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- | YamNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.384 ms | 0 - 22 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.355 ms | 0 - 15 MB | NPU | Use Export Script |
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- | YamNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 0.682 ms | 0 - 19 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 0.668 ms | 0 - 10 MB | NPU | Use Export Script |
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- | YamNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.212 ms | 0 - 64 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.221 ms | 0 - 2 MB | NPU | Use Export Script |
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- | YamNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 0.563 ms | 0 - 24 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 0.545 ms | 0 - 20 MB | NPU | Use Export Script |
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- | YamNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.22 ms | 0 - 65 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.217 ms | 0 - 3 MB | NPU | Use Export Script |
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- | YamNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.384 ms | 0 - 22 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.355 ms | 0 - 15 MB | NPU | Use Export Script |
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- | YamNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.213 ms | 0 - 64 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.211 ms | 0 - 43 MB | NPU | Use Export Script |
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- | YamNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.294 ms | 0 - 23 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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- | YamNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.176 ms | 0 - 30 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.178 ms | 0 - 23 MB | NPU | Use Export Script |
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- | YamNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.249 ms | 0 - 23 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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- | YamNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.174 ms | 0 - 25 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.169 ms | 0 - 17 MB | NPU | Use Export Script |
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- | YamNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.249 ms | 0 - 16 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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- | YamNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.266 ms | 0 - 0 MB | NPU | Use Export Script |
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- | YamNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.26 ms | 8 - 8 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
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+ | YamNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 0.674 ms | 0 - 19 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 0.655 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | YamNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.401 ms | 0 - 27 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 0.441 ms | 0 - 22 MB | NPU | Use Export Script |
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+ | YamNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.219 ms | 0 - 4 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.204 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | YamNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.395 ms | 0 - 22 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 0.674 ms | 0 - 19 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 0.655 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | YamNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.219 ms | 0 - 63 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.22 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | YamNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 0.551 ms | 0 - 22 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 0.523 ms | 0 - 19 MB | NPU | Use Export Script |
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+ | YamNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.222 ms | 0 - 64 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.22 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | YamNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.395 ms | 0 - 22 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.219 ms | 0 - 63 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.215 ms | 0 - 42 MB | NPU | Use Export Script |
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+ | YamNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.3 ms | 0 - 41 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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+ | YamNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.185 ms | 0 - 30 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.173 ms | 0 - 23 MB | NPU | Use Export Script |
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+ | YamNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.246 ms | 0 - 28 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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+ | YamNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.186 ms | 0 - 25 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.168 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | YamNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.242 ms | 0 - 18 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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+ | YamNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.255 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | YamNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.279 ms | 8 - 8 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
 
 
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