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README.md
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@@ -36,53 +36,53 @@ 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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| ResNet-Mixed-Convolution | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE |
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| ResNet-Mixed-Convolution | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 98.
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| ResNet-Mixed-Convolution | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE |
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| ResNet-Mixed-Convolution | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 28.
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| ResNet-Mixed-Convolution | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE |
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| ResNet-Mixed-Convolution | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 14.
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| ResNet-Mixed-Convolution | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 155.
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| ResNet-Mixed-Convolution | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 26.
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| ResNet-Mixed-Convolution | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE |
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| ResNet-Mixed-Convolution | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 98.
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| ResNet-Mixed-Convolution | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE |
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| ResNet-Mixed-Convolution | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 14.
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| ResNet-Mixed-Convolution | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE |
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| ResNet-Mixed-Convolution | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 27.
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| ResNet-Mixed-Convolution | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE |
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| ResNet-Mixed-Convolution | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 14.
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| ResNet-Mixed-Convolution | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 155.
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| ResNet-Mixed-Convolution | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 26.
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 14.
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 14.
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 10.
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.
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| ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE |
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| ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 10.
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| ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.
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| ResNet-Mixed-Convolution | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.
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| ResNet-Mixed-Convolution | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.
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| ResNet-Mixed-Convolution | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 14.
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| ResNet-Mixed-Convolution | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.
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| ResNet-Mixed-Convolution | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.
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| ResNet-Mixed-Convolution | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.531 ms | 1 - 15 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN |
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| ResNet-Mixed-Convolution | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 14.
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| ResNet-Mixed-Convolution | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.
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| ResNet-Mixed-Convolution | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.
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| ResNet-Mixed-Convolution | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.
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| ResNet-Mixed-Convolution | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.531 ms | 1 - 15 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.
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| ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX |
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| ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.
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| ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.
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| ResNet-Mixed-Convolution | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.
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| ResNet-Mixed-Convolution | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.
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| ResNet-Mixed-Convolution | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.
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| ResNet-Mixed-Convolution | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.
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@@ -146,8 +146,8 @@ Profiling Results
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ResNet-Mixed-Convolution
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) :
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Estimated peak memory usage (MB): [31,
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Total # Ops : 57
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Compute Unit(s) : npu (53 ops) gpu (0 ops) cpu (4 ops)
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```
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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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| ResNet-Mixed-Convolution | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 344.111 ms | 31 - 56 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 98.863 ms | 2 - 12 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 154.441 ms | 31 - 66 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 28.201 ms | 2 - 61 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 143.843 ms | 31 - 42 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 14.264 ms | 2 - 5 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 155.844 ms | 31 - 58 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 26.115 ms | 2 - 16 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 344.111 ms | 31 - 56 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 98.863 ms | 2 - 12 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 141.757 ms | 31 - 41 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 14.362 ms | 2 - 4 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 168.047 ms | 31 - 56 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 27.611 ms | 0 - 18 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 140.214 ms | 8 - 36 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 14.204 ms | 2 - 5 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 155.844 ms | 31 - 58 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 26.115 ms | 2 - 16 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 142.618 ms | 8 - 28 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 14.188 ms | 3 - 26 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 14.028 ms | 0 - 92 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 106.526 ms | 31 - 67 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 10.242 ms | 2 - 69 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.654 ms | 2 - 64 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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| ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 133.514 ms | 30 - 58 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 10.207 ms | 2 - 67 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.355 ms | 2 - 56 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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| ResNet-Mixed-Convolution | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.916 ms | 2 - 2 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.896 ms | 23 - 23 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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| ResNet-Mixed-Convolution | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 14.364 ms | 1 - 10 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.402 ms | 1 - 55 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.174 ms | 1 - 3 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.531 ms | 1 - 15 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 24.061 ms | 1 - 12 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 14.364 ms | 1 - 10 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.162 ms | 1 - 4 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.624 ms | 1 - 18 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.181 ms | 1 - 3 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.531 ms | 1 - 15 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.145 ms | 0 - 14 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 5.026 ms | 0 - 35 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution_w8a8.onnx) |
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| ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.014 ms | 1 - 53 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.678 ms | 0 - 57 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution_w8a8.onnx) |
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| ResNet-Mixed-Convolution | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.755 ms | 1 - 42 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.111 ms | 1 - 46 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution_w8a8.onnx) |
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| ResNet-Mixed-Convolution | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.542 ms | 1 - 1 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.327 ms | 12 - 12 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution_w8a8.onnx) |
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ResNet-Mixed-Convolution
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 344.1
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Estimated peak memory usage (MB): [31, 56]
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Total # Ops : 57
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Compute Unit(s) : npu (53 ops) gpu (0 ops) cpu (4 ops)
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```
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