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README.md
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@@ -36,52 +36,52 @@ 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-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.
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| MobileNet-v3-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN |
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| MobileNet-v3-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.
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| MobileNet-v3-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.
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| MobileNet-v3-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.
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| MobileNet-v3-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.
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| MobileNet-v3-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.
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| 46 |
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| MobileNet-v3-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.
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| MobileNet-v3-Small | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.
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| 48 |
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| MobileNet-v3-Small | float | SA7255P ADP | Qualcomm® SA7255P | QNN |
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| MobileNet-v3-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.
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| MobileNet-v3-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.
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| MobileNet-v3-Small | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.
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| 52 |
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| MobileNet-v3-Small | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.
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| 53 |
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| MobileNet-v3-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.
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| 54 |
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| MobileNet-v3-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.76 ms | 1 -
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| MobileNet-v3-Small | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.
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| 56 |
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| MobileNet-v3-Small | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.
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| 57 |
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| MobileNet-v3-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.
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| 58 |
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| MobileNet-v3-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.
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| MobileNet-v3-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.
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| MobileNet-v3-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.
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| 61 |
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| MobileNet-v3-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.
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| 62 |
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| MobileNet-v3-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.
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| 63 |
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| MobileNet-v3-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.
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| 64 |
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| MobileNet-v3-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.
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| 65 |
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| MobileNet-v3-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.
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| 66 |
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| MobileNet-v3-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.
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| MobileNet-v3-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.
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| 68 |
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| MobileNet-v3-Small | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1.
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| 69 |
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| MobileNet-v3-Small | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.
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| MobileNet-v3-Small | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.
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| 71 |
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| MobileNet-v3-Small | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN |
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| 72 |
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| MobileNet-v3-Small | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 2.
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| 73 |
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| MobileNet-v3-Small | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.
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| MobileNet-v3-Small | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.
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| 75 |
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| MobileNet-v3-Small | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.
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| 76 |
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| MobileNet-v3-Small | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.
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| 77 |
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| MobileNet-v3-Small | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN |
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| 78 |
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| MobileNet-v3-Small | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.
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| 79 |
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| MobileNet-v3-Small | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.
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| 80 |
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| MobileNet-v3-Small | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.
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| 81 |
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| MobileNet-v3-Small | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.
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| MobileNet-v3-Small | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.
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| MobileNet-v3-Small | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.
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| 84 |
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| MobileNet-v3-Small | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.
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| MobileNet-v3-Small | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.7 ms | 0 - 0 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small_w8a16.onnx) |
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@@ -146,7 +146,7 @@ Profiling Results
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MobileNet-v3-Small
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 2.
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Estimated peak memory usage (MB): [0, 17]
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Total # Ops : 115
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Compute Unit(s) : npu (115 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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| 38 |
|---|---|---|---|---|---|---|---|---|
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| MobileNet-v3-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.05 ms | 0 - 17 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.006 ms | 1 - 10 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.121 ms | 0 - 32 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.539 ms | 1 - 31 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.769 ms | 0 - 44 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.759 ms | 1 - 3 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.085 ms | 0 - 20 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.062 ms | 1 - 15 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.05 ms | 0 - 17 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.006 ms | 1 - 10 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.763 ms | 0 - 45 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.758 ms | 1 - 3 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.484 ms | 0 - 22 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.403 ms | 1 - 18 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.763 ms | 0 - 44 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.76 ms | 1 - 2 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.085 ms | 0 - 20 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.062 ms | 1 - 15 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.761 ms | 0 - 44 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.754 ms | 0 - 42 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.629 ms | 0 - 36 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
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| MobileNet-v3-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.517 ms | 0 - 30 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.501 ms | 1 - 29 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.422 ms | 0 - 32 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
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| MobileNet-v3-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.463 ms | 0 - 24 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.399 ms | 0 - 20 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.432 ms | 1 - 29 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
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| MobileNet-v3-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.887 ms | 1 - 1 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.695 ms | 5 - 5 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
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| MobileNet-v3-Small | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1.69 ms | 0 - 10 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.079 ms | 0 - 24 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.778 ms | 0 - 2 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.001 ms | 0 - 15 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 2.507 ms | 0 - 12 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.69 ms | 0 - 10 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.786 ms | 0 - 2 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.315 ms | 0 - 18 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.785 ms | 0 - 2 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.001 ms | 0 - 15 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.787 ms | 0 - 17 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.659 ms | 0 - 20 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small_w8a16.onnx) |
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| MobileNet-v3-Small | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.556 ms | 0 - 30 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.441 ms | 0 - 33 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small_w8a16.onnx) |
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| MobileNet-v3-Small | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.455 ms | 0 - 19 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.434 ms | 0 - 23 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small_w8a16.onnx) |
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| MobileNet-v3-Small | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.913 ms | 1 - 1 MB | NPU | Use Export Script |
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| MobileNet-v3-Small | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.7 ms | 0 - 0 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small_w8a16.onnx) |
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MobileNet-v3-Small
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 2.0
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Estimated peak memory usage (MB): [0, 17]
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Total # Ops : 115
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Compute Unit(s) : npu (115 ops) gpu (0 ops) cpu (0 ops)
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