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README.md
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@@ -37,53 +37,53 @@ 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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| MobileNet-v3-Large | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.
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| MobileNet-v3-Large | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.
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| MobileNet-v3-Large | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.
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| MobileNet-v3-Large | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.
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| MobileNet-v3-Large | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.
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| MobileNet-v3-Large | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.
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| MobileNet-v3-Large | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.
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| MobileNet-v3-Large | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.
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| MobileNet-v3-Large | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.
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| MobileNet-v3-Large | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.
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| MobileNet-v3-Large | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.953 ms | 0 -
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| MobileNet-v3-Large | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.
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| MobileNet-v3-Large | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.
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| MobileNet-v3-Large | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.
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| MobileNet-v3-Large | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.
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| MobileNet-v3-Large | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.
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| MobileNet-v3-Large | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.
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| MobileNet-v3-Large | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.
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| MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.
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| MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.
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| MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.
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| MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.
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| MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.64 ms | 0 -
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| MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.
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| MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.
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| MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.
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| MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.
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| MobileNet-v3-Large | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.
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| MobileNet-v3-Large | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.
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| MobileNet-v3-Large | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.
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| MobileNet-v3-Large | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.
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| MobileNet-v3-Large | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.
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| MobileNet-v3-Large | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.
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| MobileNet-v3-Large | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 2.
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| MobileNet-v3-Large | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.
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| MobileNet-v3-Large | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.
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| MobileNet-v3-Large | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.
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| MobileNet-v3-Large | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.
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| MobileNet-v3-Large | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.
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| MobileNet-v3-Large | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.
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| MobileNet-v3-Large | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.
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| MobileNet-v3-Large | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.648 ms | 0 - 32 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.571 ms | 0 -
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| MobileNet-v3-Large | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.
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| MobileNet-v3-Large | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.
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| MobileNet-v3-Large | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.
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| MobileNet-v3-Large | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.
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@@ -147,7 +147,7 @@ Profiling Results
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MobileNet-v3-Large
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 3.
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Estimated peak memory usage (MB): [0, 24]
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Total # Ops : 128
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Compute Unit(s) : npu (128 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-v3-Large | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.114 ms | 0 - 24 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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| MobileNet-v3-Large | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.837 ms | 1 - 10 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.469 ms | 0 - 35 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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| MobileNet-v3-Large | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.909 ms | 0 - 32 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.957 ms | 0 - 81 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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| MobileNet-v3-Large | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.936 ms | 1 - 3 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.356 ms | 0 - 26 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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| MobileNet-v3-Large | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.283 ms | 0 - 15 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.114 ms | 0 - 24 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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| MobileNet-v3-Large | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.837 ms | 1 - 10 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.953 ms | 0 - 80 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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| MobileNet-v3-Large | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.931 ms | 1 - 3 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.833 ms | 0 - 27 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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| MobileNet-v3-Large | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.75 ms | 0 - 18 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.95 ms | 0 - 79 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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| MobileNet-v3-Large | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.937 ms | 1 - 2 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.356 ms | 0 - 26 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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| MobileNet-v3-Large | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.283 ms | 0 - 15 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.955 ms | 0 - 80 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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| MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.937 ms | 0 - 38 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.811 ms | 0 - 50 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
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| MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.65 ms | 0 - 35 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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| MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.64 ms | 0 - 30 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.561 ms | 0 - 34 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
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| MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.552 ms | 0 - 30 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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| MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.605 ms | 1 - 25 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.578 ms | 1 - 26 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
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| MobileNet-v3-Large | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.058 ms | 1 - 1 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.892 ms | 13 - 13 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
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| MobileNet-v3-Large | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.046 ms | 0 - 10 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.385 ms | 0 - 29 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.949 ms | 0 - 3 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.162 ms | 0 - 15 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 2.991 ms | 0 - 15 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.046 ms | 0 - 10 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.949 ms | 0 - 3 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.529 ms | 0 - 6 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.948 ms | 0 - 11 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.162 ms | 0 - 15 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.941 ms | 0 - 30 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.817 ms | 0 - 36 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
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| MobileNet-v3-Large | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.648 ms | 0 - 32 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.571 ms | 0 - 42 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
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| MobileNet-v3-Large | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.459 ms | 0 - 23 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.573 ms | 0 - 28 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
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| MobileNet-v3-Large | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.09 ms | 0 - 0 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.886 ms | 8 - 8 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
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MobileNet-v3-Large
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 3.1
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Estimated peak memory usage (MB): [0, 24]
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Total # Ops : 128
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Compute Unit(s) : npu (128 ops) gpu (0 ops) cpu (0 ops)
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