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MobileNet-v2-Quantized

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PyTorch
LiteRT
ONNX
backbone
real_time
quantized
android
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@@ -37,37 +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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  |---|---|---|---|---|---|---|---|---|
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- | MobileNet-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.433 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.585 ms | 0 - 2 MB | INT8 | NPU | [MobileNet-v2-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.so) |
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- | MobileNet-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 79.369 ms | 0 - 107 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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- | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.297 ms | 0 - 24 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.424 ms | 0 - 20 MB | INT8 | NPU | [MobileNet-v2-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.so) |
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- | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 67.334 ms | 8 - 461 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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- | MobileNet-v2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.316 ms | 0 - 21 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.464 ms | 0 - 22 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 58.595 ms | 2 - 443 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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- | MobileNet-v2-Quantized | SA7255P ADP | SA7255P | TFLITE | 1.793 ms | 0 - 13 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | SA7255P ADP | SA7255P | QNN | 2.495 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.43 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.586 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.81 ms | 0 - 15 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | SA8295P ADP | SA8295P | QNN | 1.242 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.432 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.585 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.761 ms | 0 - 12 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | SA8775P ADP | SA8775P | QNN | 1.085 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.062 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.48 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 13.623 ms | 0 - 6 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 1.793 ms | 0 - 13 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2.495 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.426 ms | 0 - 5 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.59 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.761 ms | 0 - 12 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.085 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.47 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.692 ms | 0 - 25 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.716 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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@@ -131,8 +131,8 @@ Profiling Results
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  MobileNet-v2-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 0.4
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- Estimated peak memory usage (MB): [0, 17]
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  Total # Ops : 108
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  Compute Unit(s) : NPU (108 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-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.451 ms | 0 - 26 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.517 ms | 0 - 3 MB | INT8 | NPU | [MobileNet-v2-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.so) |
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+ | MobileNet-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 55.292 ms | 10 - 72 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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+ | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.316 ms | 0 - 34 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.36 ms | 0 - 19 MB | INT8 | NPU | [MobileNet-v2-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.so) |
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+ | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 43.894 ms | 1 - 324 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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+ | MobileNet-v2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.296 ms | 0 - 23 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.365 ms | 0 - 27 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | SA7255P ADP | SA7255P | TFLITE | 1.847 ms | 0 - 16 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | SA7255P ADP | SA7255P | QNN | 2.168 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.447 ms | 0 - 26 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.5 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.834 ms | 0 - 22 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | SA8295P ADP | SA8295P | QNN | 0.891 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.453 ms | 0 - 26 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.516 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.773 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | SA8775P ADP | SA8775P | QNN | 0.834 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.111 ms | 0 - 21 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.324 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 13.735 ms | 0 - 7 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 1.847 ms | 0 - 16 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2.168 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.448 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.512 ms | 0 - 4 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.773 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.834 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.495 ms | 0 - 23 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.607 ms | 0 - 24 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.629 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 54.007 ms | 28 - 28 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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  MobileNet-v2-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 0.5
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+ Estimated peak memory usage (MB): [0, 26]
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  Total # Ops : 108
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  Compute Unit(s) : NPU (108 ops)
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  ```