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ResNet50Quantized

Image Classification
PyTorch
LiteRT
ONNX
backbone
quantized
android
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@@ -36,38 +36,38 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | ResNet50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.778 ms | 0 - 93 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.89 ms | 0 - 2 MB | INT8 | NPU | [ResNet50Quantized.so](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.so) |
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- | ResNet50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.79 ms | 0 - 119 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.onnx) |
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- | ResNet50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.593 ms | 0 - 55 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.683 ms | 0 - 19 MB | INT8 | NPU | [ResNet50Quantized.so](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.so) |
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- | ResNet50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.256 ms | 0 - 63 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.onnx) |
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- | ResNet50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.517 ms | 8 - 36 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.574 ms | 1 - 32 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.314 ms | 0 - 47 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.onnx) |
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- | ResNet50Quantized | SA7255P ADP | SA7255P | TFLITE | 8.718 ms | 0 - 26 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | SA7255P ADP | SA7255P | QNN | 9.19 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.781 ms | 0 - 93 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.894 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | SA8295P ADP | SA8295P | TFLITE | 1.28 ms | 0 - 28 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | SA8295P ADP | SA8295P | QNN | 1.388 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.775 ms | 0 - 92 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.898 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | SA8775P ADP | SA8775P | TFLITE | 1.086 ms | 0 - 26 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | SA8775P ADP | SA8775P | QNN | 1.193 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.723 ms | 0 - 43 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 3.854 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 11.837 ms | 0 - 3 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 8.718 ms | 0 - 26 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 9.19 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.778 ms | 0 - 94 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.898 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.086 ms | 0 - 26 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.193 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.061 ms | 0 - 53 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.163 ms | 0 - 51 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.933 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.724 ms | 28 - 28 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.onnx) |
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@@ -128,11 +128,11 @@ python -m qai_hub_models.models.resnet50_quantized.export
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  ```
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  Profiling Results
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  ------------------------------------------------------------
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- ResNet50Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.8
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- Estimated peak memory usage (MB): [0, 93]
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  Total # Ops : 82
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  Compute Unit(s) : NPU (82 ops)
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  ```
@@ -216,20 +216,6 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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- ## Run demo on a cloud-hosted device
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-
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- You can also run the demo on-device.
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-
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- ```bash
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- python -m qai_hub_models.models.resnet50_quantized.demo --on-device
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- ```
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-
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- **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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- environment, please add the following to your cell (instead of the above).
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- ```
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- %run -m qai_hub_models.models.resnet50_quantized.demo -- --on-device
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- ```
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-
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  ## Deploying compiled model to Android
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.772 ms | 0 - 95 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.tflite) |
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+ | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.89 ms | 0 - 3 MB | INT8 | NPU | [ResNet50Quantized.so](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.so) |
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+ | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.059 ms | 0 - 133 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.onnx) |
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+ | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.596 ms | 0 - 58 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.tflite) |
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+ | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.699 ms | 0 - 19 MB | INT8 | NPU | [ResNet50Quantized.so](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.so) |
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+ | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.784 ms | 0 - 57 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.onnx) |
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+ | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.557 ms | 0 - 29 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.tflite) |
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+ | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.635 ms | 0 - 32 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.83 ms | 0 - 40 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.onnx) |
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+ | ResNet50 | SA7255P ADP | SA7255P | TFLITE | 8.702 ms | 0 - 26 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.tflite) |
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+ | ResNet50 | SA7255P ADP | SA7255P | QNN | 9.153 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.785 ms | 0 - 94 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.tflite) |
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+ | ResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.891 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50 | SA8295P ADP | SA8295P | TFLITE | 1.263 ms | 0 - 29 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.tflite) |
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+ | ResNet50 | SA8295P ADP | SA8295P | QNN | 1.408 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.781 ms | 0 - 6 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.tflite) |
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+ | ResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.895 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50 | SA8775P ADP | SA8775P | TFLITE | 1.059 ms | 0 - 27 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.tflite) |
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+ | ResNet50 | SA8775P ADP | SA8775P | QNN | 1.193 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.758 ms | 0 - 47 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.tflite) |
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+ | ResNet50 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 3.869 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50 | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 11.782 ms | 0 - 3 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.tflite) |
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+ | ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 8.702 ms | 0 - 26 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.tflite) |
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+ | ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 9.153 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.778 ms | 0 - 92 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.tflite) |
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+ | ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.893 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.059 ms | 0 - 27 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.tflite) |
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+ | ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.193 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.006 ms | 0 - 55 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.tflite) |
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+ | ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.171 ms | 0 - 54 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.951 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.005 ms | 27 - 27 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50.onnx) |
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  ```
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  Profiling Results
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  ------------------------------------------------------------
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+ ResNet50
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.8
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+ Estimated peak memory usage (MB): [0, 95]
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  Total # Ops : 82
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  Compute Unit(s) : NPU (82 ops)
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  ```
 
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  ## Deploying compiled model to Android
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