v0.29.1
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.29.1 for changelog.
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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|---|---|---|---|---|---|---|---|---|
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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 | 168.
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| 52 |
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| ResNet-Mixed-Convolution | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 27.
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| 53 |
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| ResNet-Mixed-Convolution | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE |
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| 54 |
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| ResNet-Mixed-Convolution | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 14.
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| 55 |
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| ResNet-Mixed-Convolution | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 155.
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| 56 |
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| ResNet-Mixed-Convolution | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 26.
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| 57 |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 142.
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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 |
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| 60 |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 106.
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 10.
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| 62 |
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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 |
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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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| 68 |
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| ResNet-Mixed-Convolution | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 14.
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| 69 |
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| ResNet-Mixed-Convolution | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.
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| 70 |
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| ResNet-Mixed-Convolution | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.
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| 71 |
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| ResNet-Mixed-Convolution | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.
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| 72 |
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| ResNet-Mixed-Convolution | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 24.
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| 73 |
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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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| 76 |
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| ResNet-Mixed-Convolution | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.
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| 77 |
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| ResNet-Mixed-Convolution | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.
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| 78 |
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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 | 2.755 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.
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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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| 38 |
|---|---|---|---|---|---|---|---|---|
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| 39 |
+
| ResNet-Mixed-Convolution | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 341.847 ms | 31 - 57 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 | 98.889 ms | 2 - 11 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 149.844 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 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 28.261 ms | 2 - 60 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 144.65 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 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 14.243 ms | 2 - 5 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 155.975 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 | 26.099 ms | 0 - 14 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 341.847 ms | 31 - 57 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 | 98.889 ms | 2 - 11 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 142.26 ms | 13 - 61 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 | 14.325 ms | 2 - 5 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 168.876 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 | 27.642 ms | 0 - 18 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 141.469 ms | 29 - 40 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 | 14.376 ms | 6 - 9 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 155.975 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 | 26.099 ms | 0 - 14 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 142.71 ms | 31 - 43 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 | 14.296 ms | 2 - 26 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 13.926 ms | 0 - 77 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 | 106.463 ms | 30 - 65 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 | 10.238 ms | 2 - 67 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.685 ms | 2 - 68 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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| 63 |
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| ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 134.796 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 | 8.347 ms | 2 - 68 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.346 ms | 2 - 55 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 | 14.915 ms | 2 - 2 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.885 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 | 14.379 ms | 1 - 10 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.5 ms | 1 - 56 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.162 ms | 1 - 3 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.552 ms | 1 - 14 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 24.135 ms | 1 - 11 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 14.379 ms | 1 - 10 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.172 ms | 1 - 3 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.596 ms | 1 - 18 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.193 ms | 1 - 3 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.552 ms | 1 - 14 MB | NPU | Use Export Script |
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| 78 |
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| ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.151 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 | 4.936 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 | 3.009 ms | 1 - 56 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.54 ms | 0 - 60 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 | 3.597 ms | 1 - 45 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 | 4.544 ms | 1 - 1 MB | NPU | Use Export Script |
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+
| ResNet-Mixed-Convolution | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.223 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) : 341.8
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| 150 |
+
Estimated peak memory usage (MB): [31, 57]
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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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ResNet-Mixed-Convolution.so
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size 47237024
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ResNet-Mixed-Convolution_w8a8.bin
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size 12639104
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ResNet-Mixed-Convolution.bin → ResNet-Mixed-Convolution_w8a8.onnx
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ResNet-Mixed-Convolution_w8a8.so
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