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MobileNet-v3-Large-Quantized

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LiteRT
ONNX
quantized
backbone
real_time
android
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@@ -37,38 +37,38 @@ 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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  |---|---|---|---|---|---|---|---|---|
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- | MobileNet-v3-Large-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.348 ms | 0 - 33 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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- | MobileNet-v3-Large-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.524 ms | 0 - 3 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.so) |
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- | MobileNet-v3-Large-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.688 ms | 0 - 39 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.onnx) |
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- | MobileNet-v3-Large-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.254 ms | 0 - 30 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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- | MobileNet-v3-Large-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.369 ms | 0 - 20 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.so) |
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- | MobileNet-v3-Large-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.493 ms | 0 - 38 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.onnx) |
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- | MobileNet-v3-Large-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.247 ms | 0 - 24 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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- | MobileNet-v3-Large-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.305 ms | 0 - 24 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v3-Large-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.517 ms | 0 - 29 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.onnx) |
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- | MobileNet-v3-Large-Quantized | SA7255P ADP | SA7255P | TFLITE | 2.516 ms | 0 - 16 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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- | MobileNet-v3-Large-Quantized | SA7255P ADP | SA7255P | QNN | 2.797 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v3-Large-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.353 ms | 0 - 34 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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- | MobileNet-v3-Large-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.525 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v3-Large-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.79 ms | 0 - 24 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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- | MobileNet-v3-Large-Quantized | SA8295P ADP | SA8295P | QNN | 0.972 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v3-Large-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.353 ms | 0 - 34 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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- | MobileNet-v3-Large-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.516 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v3-Large-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.648 ms | 0 - 18 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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- | MobileNet-v3-Large-Quantized | SA8775P ADP | SA8775P | QNN | 0.845 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v3-Large-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.15 ms | 0 - 23 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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- | MobileNet-v3-Large-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.631 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v3-Large-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 6.88 ms | 0 - 3 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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- | MobileNet-v3-Large-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 2.516 ms | 0 - 16 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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- | MobileNet-v3-Large-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2.797 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v3-Large-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.351 ms | 0 - 34 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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- | MobileNet-v3-Large-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.522 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v3-Large-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.648 ms | 0 - 18 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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- | MobileNet-v3-Large-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.845 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v3-Large-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.475 ms | 0 - 31 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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- | MobileNet-v3-Large-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.638 ms | 0 - 30 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v3-Large-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.624 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v3-Large-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.677 ms | 8 - 8 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.onnx) |
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@@ -133,7 +133,7 @@ MobileNet-v3-Large-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.3
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- Estimated peak memory usage (MB): [0, 33]
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  Total # Ops : 137
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  Compute Unit(s) : NPU (137 ops)
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  ```
 
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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-v3-Large-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.343 ms | 0 - 32 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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+ | MobileNet-v3-Large-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.519 ms | 0 - 11 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.so) |
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+ | MobileNet-v3-Large-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.756 ms | 0 - 39 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.onnx) |
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+ | MobileNet-v3-Large-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.248 ms | 0 - 30 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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+ | MobileNet-v3-Large-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.375 ms | 0 - 18 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.so) |
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+ | MobileNet-v3-Large-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.532 ms | 0 - 46 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.onnx) |
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+ | MobileNet-v3-Large-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.251 ms | 0 - 20 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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+ | MobileNet-v3-Large-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.37 ms | 0 - 21 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v3-Large-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.579 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.onnx) |
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+ | MobileNet-v3-Large-Quantized | SA7255P ADP | SA7255P | TFLITE | 2.478 ms | 0 - 18 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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+ | MobileNet-v3-Large-Quantized | SA7255P ADP | SA7255P | QNN | 2.817 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v3-Large-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.355 ms | 0 - 33 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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+ | MobileNet-v3-Large-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.517 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v3-Large-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.811 ms | 0 - 23 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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+ | MobileNet-v3-Large-Quantized | SA8295P ADP | SA8295P | QNN | 1.013 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v3-Large-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.35 ms | 0 - 33 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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+ | MobileNet-v3-Large-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.518 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v3-Large-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.665 ms | 0 - 18 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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+ | MobileNet-v3-Large-Quantized | SA8775P ADP | SA8775P | QNN | 0.846 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v3-Large-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.122 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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+ | MobileNet-v3-Large-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.723 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v3-Large-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 7.136 ms | 0 - 3 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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+ | MobileNet-v3-Large-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 2.478 ms | 0 - 18 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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+ | MobileNet-v3-Large-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2.817 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v3-Large-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.351 ms | 0 - 35 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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+ | MobileNet-v3-Large-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.517 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v3-Large-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.665 ms | 0 - 18 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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+ | MobileNet-v3-Large-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.846 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v3-Large-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.533 ms | 0 - 28 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.tflite) |
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+ | MobileNet-v3-Large-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.705 ms | 0 - 32 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v3-Large-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.635 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v3-Large-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.766 ms | 7 - 7 MB | INT8 | NPU | [MobileNet-v3-Large-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large-Quantized/blob/main/MobileNet-v3-Large-Quantized.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.3
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+ Estimated peak memory usage (MB): [0, 32]
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  Total # Ops : 137
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  Compute Unit(s) : NPU (137 ops)
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  ```