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MobileNet-v2-Quantized

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PyTorch
LiteRT
ONNX
backbone
real_time
quantized
android
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@@ -37,38 +37,37 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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- | MobileNet-v2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.441 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.515 ms | 0 - 2 MB | INT8 | NPU | [MobileNet-v2-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.so) |
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- | MobileNet-v2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 53.936 ms | 10 - 77 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.onnx) |
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- | MobileNet-v2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.323 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.37 ms | 0 - 18 MB | INT8 | NPU | [MobileNet-v2-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.so) |
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- | MobileNet-v2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 40.938 ms | 0 - 347 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.onnx) |
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- | MobileNet-v2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.246 ms | 0 - 22 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.364 ms | 0 - 22 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 35.196 ms | 0 - 334 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.onnx) |
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- | MobileNet-v2 | SA7255P ADP | SA7255P | TFLITE | 1.849 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | SA7255P ADP | SA7255P | QNN | 2.185 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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  | MobileNet-v2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.452 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.501 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2 | SA8295P ADP | SA8295P | TFLITE | 0.831 ms | 0 - 21 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | SA8295P ADP | SA8295P | QNN | 0.898 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.444 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.499 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2 | SA8775P ADP | SA8775P | TFLITE | 0.782 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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  | MobileNet-v2 | SA8775P ADP | SA8775P | QNN | 0.834 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.101 ms | 0 - 25 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.348 ms | 0 - 16 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2 | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 13.443 ms | 0 - 7 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 1.849 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2.185 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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  | MobileNet-v2 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.447 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.5 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.782 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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  | MobileNet-v2 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.834 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.583 ms | 0 - 35 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.663 ms | 0 - 28 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.614 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 51.28 ms | 29 - 29 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.onnx) |
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | MobileNet-v2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.446 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.526 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v2-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.so) |
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+ | MobileNet-v2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 55.562 ms | 0 - 84 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.onnx) |
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+ | MobileNet-v2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.317 ms | 0 - 28 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.376 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v2-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.so) |
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+ | MobileNet-v2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 39.809 ms | 1 - 350 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.onnx) |
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+ | MobileNet-v2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.359 ms | 0 - 23 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 37.522 ms | 0 - 336 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.onnx) |
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+ | MobileNet-v2 | SA7255P ADP | SA7255P | TFLITE | 1.857 ms | 0 - 16 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | SA7255P ADP | SA7255P | QNN | 2.205 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
 
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  | MobileNet-v2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.452 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.513 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2 | SA8295P ADP | SA8295P | TFLITE | 0.829 ms | 0 - 21 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | SA8295P ADP | SA8295P | QNN | 0.909 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.445 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.499 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2 | SA8775P ADP | SA8775P | TFLITE | 0.776 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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  | MobileNet-v2 | SA8775P ADP | SA8775P | QNN | 0.834 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.152 ms | 0 - 22 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.316 ms | 0 - 15 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2 | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 11.895 ms | 0 - 6 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 1.857 ms | 0 - 16 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2.205 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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  | MobileNet-v2 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.447 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.515 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.776 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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  | MobileNet-v2 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.834 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.566 ms | 0 - 28 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.669 ms | 0 - 25 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.615 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 50.668 ms | 29 - 29 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2.onnx) |
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