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@@ -37,53 +37,51 @@ 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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- | MobileNet-v2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.801 ms | 0 - 19 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.788 ms | 1 - 10 MB | NPU | Use Export Script |
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- | MobileNet-v2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.126 ms | 0 - 30 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.717 ms | 0 - 31 MB | NPU | Use Export Script |
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- | MobileNet-v2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.854 ms | 0 - 62 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.948 ms | 1 - 4 MB | NPU | Use Export Script |
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- | MobileNet-v2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.208 ms | 0 - 22 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.283 ms | 1 - 15 MB | NPU | Use Export Script |
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- | MobileNet-v2 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.801 ms | 0 - 19 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.788 ms | 1 - 10 MB | NPU | Use Export Script |
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- | MobileNet-v2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.85 ms | 0 - 62 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.955 ms | 1 - 3 MB | NPU | Use Export Script |
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- | MobileNet-v2 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.485 ms | 0 - 23 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.53 ms | 0 - 20 MB | NPU | Use Export Script |
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- | MobileNet-v2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.854 ms | 0 - 62 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.956 ms | 0 - 2 MB | NPU | Use Export Script |
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- | MobileNet-v2 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.208 ms | 0 - 22 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.283 ms | 1 - 15 MB | NPU | Use Export Script |
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- | MobileNet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.858 ms | 0 - 62 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.954 ms | 0 - 38 MB | NPU | Use Export Script |
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- | MobileNet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.728 ms | 0 - 26 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
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- | MobileNet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.574 ms | 0 - 31 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.631 ms | 0 - 31 MB | NPU | Use Export Script |
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- | MobileNet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.488 ms | 0 - 33 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
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- | MobileNet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.605 ms | 0 - 22 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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- | MobileNet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.522 ms | 1 - 28 MB | NPU | Use Export Script |
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- | MobileNet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.452 ms | 0 - 28 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
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  | MobileNet-v2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.097 ms | 1 - 1 MB | NPU | Use Export Script |
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- | MobileNet-v2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.778 ms | 7 - 7 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
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- | MobileNet-v2 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1.869 ms | 0 - 10 MB | NPU | Use Export Script |
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- | MobileNet-v2 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.144 ms | 0 - 23 MB | NPU | Use Export Script |
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- | MobileNet-v2 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.905 ms | 0 - 3 MB | NPU | Use Export Script |
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- | MobileNet-v2 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.13 ms | 0 - 15 MB | NPU | Use Export Script |
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- | MobileNet-v2 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 2.787 ms | 0 - 12 MB | NPU | Use Export Script |
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- | MobileNet-v2 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.869 ms | 0 - 10 MB | NPU | Use Export Script |
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- | MobileNet-v2 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.906 ms | 0 - 2 MB | NPU | Use Export Script |
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- | MobileNet-v2 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.358 ms | 0 - 18 MB | NPU | Use Export Script |
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- | MobileNet-v2 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.907 ms | 0 - 3 MB | NPU | Use Export Script |
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- | MobileNet-v2 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.13 ms | 0 - 15 MB | NPU | Use Export Script |
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  | MobileNet-v2 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.9 ms | 0 - 24 MB | NPU | Use Export Script |
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- | MobileNet-v2 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 49.678 ms | 0 - 122 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
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- | MobileNet-v2 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.61 ms | 0 - 25 MB | NPU | Use Export Script |
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- | MobileNet-v2 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 38.784 ms | 2 - 355 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
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  | MobileNet-v2 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.503 ms | 0 - 22 MB | NPU | Use Export Script |
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- | MobileNet-v2 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 42.197 ms | 4 - 338 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
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- | MobileNet-v2 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.058 ms | 1 - 1 MB | NPU | Use Export Script |
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- | MobileNet-v2 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 51.248 ms | 29 - 29 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
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@@ -147,7 +145,7 @@ Profiling Results
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  MobileNet-v2
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 2.8
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  Estimated peak memory usage (MB): [0, 19]
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  Total # Ops : 71
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  Compute Unit(s) : npu (71 ops) gpu (0 ops) cpu (0 ops)
 
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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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+ | MobileNet-v2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.731 ms | 0 - 19 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.124 ms | 0 - 30 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.718 ms | 1 - 29 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.857 ms | 0 - 62 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.95 ms | 1 - 4 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.202 ms | 0 - 22 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.285 ms | 1 - 15 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.731 ms | 0 - 19 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.855 ms | 0 - 61 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.955 ms | 3 - 4 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.496 ms | 0 - 24 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.519 ms | 0 - 20 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.858 ms | 0 - 63 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.951 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.202 ms | 0 - 22 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.285 ms | 1 - 15 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.855 ms | 0 - 62 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.951 ms | 0 - 13 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.748 ms | 0 - 27 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
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+ | MobileNet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.576 ms | 0 - 39 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.628 ms | 0 - 29 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.484 ms | 0 - 31 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
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+ | MobileNet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.606 ms | 0 - 26 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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+ | MobileNet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.48 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.505 ms | 1 - 24 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
 
 
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  | MobileNet-v2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.097 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.779 ms | 7 - 7 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
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+ | MobileNet-v2 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1.897 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.139 ms | 0 - 28 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.902 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.122 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 2.766 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.897 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.902 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.369 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.9 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.122 ms | 0 - 15 MB | NPU | Use Export Script |
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  | MobileNet-v2 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.9 ms | 0 - 24 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 49.466 ms | 2 - 64 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
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+ | MobileNet-v2 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.615 ms | 0 - 31 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 39.199 ms | 0 - 346 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
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  | MobileNet-v2 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.503 ms | 0 - 22 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 36.078 ms | 4 - 339 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
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+ | MobileNet-v2 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.063 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | MobileNet-v2 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 50.916 ms | 29 - 29 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
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  MobileNet-v2
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 2.7
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  Estimated peak memory usage (MB): [0, 19]
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  Total # Ops : 71
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  Compute Unit(s) : npu (71 ops) gpu (0 ops) cpu (0 ops)