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README.md
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@@ -35,35 +35,35 @@ 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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| ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.
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| ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.
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| ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.
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| ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE |
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| ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.
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| ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.
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| ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.
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| ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.
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| ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.
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| ResNet18 | SA7255P ADP | SA7255P | TFLITE | 40.
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| ResNet18 | SA7255P ADP | SA7255P | QNN | 41.
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| ResNet18 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.
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| ResNet18 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.
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| ResNet18 | SA8295P ADP | SA8295P | TFLITE | 2.
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| ResNet18 | SA8295P ADP | SA8295P | QNN | 2.
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| ResNet18 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.
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| ResNet18 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.
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| ResNet18 | SA8775P ADP | SA8775P | TFLITE | 2.
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| ResNet18 | SA8775P ADP | SA8775P | QNN | 2.
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| ResNet18 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 40.
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| ResNet18 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 41.
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| ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.
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| ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.
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| ResNet18 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.
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| ResNet18 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.
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| ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.
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| ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.
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| ResNet18 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.
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| ResNet18 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.
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@@ -128,7 +128,7 @@ ResNet18
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Device : Samsung Galaxy S23 (13)
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Runtime : TFLITE
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Estimated inference time (ms) : 1.4
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Estimated peak memory usage (MB): [0,
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Total # Ops : 38
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Compute Unit(s) : NPU (38 ops)
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```
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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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| ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.423 ms | 0 - 210 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.279 ms | 2 - 4 MB | FP16 | NPU | [ResNet18.so](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.so) |
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| ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.376 ms | 0 - 78 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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| ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.001 ms | 0 - 42 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.903 ms | 0 - 19 MB | FP16 | NPU | [ResNet18.so](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.so) |
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| ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.915 ms | 0 - 25 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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| ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.895 ms | 0 - 21 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.769 ms | 1 - 23 MB | FP16 | NPU | Use Export Script |
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| ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.917 ms | 1 - 18 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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| ResNet18 | SA7255P ADP | SA7255P | TFLITE | 40.642 ms | 0 - 14 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | SA7255P ADP | SA7255P | QNN | 41.036 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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| ResNet18 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.429 ms | 0 - 211 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.278 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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| ResNet18 | SA8295P ADP | SA8295P | TFLITE | 2.471 ms | 0 - 20 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | SA8295P ADP | SA8295P | QNN | 2.306 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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| ResNet18 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.422 ms | 0 - 212 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.278 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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| ResNet18 | SA8775P ADP | SA8775P | TFLITE | 2.664 ms | 0 - 16 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | SA8775P ADP | SA8775P | QNN | 2.359 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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| ResNet18 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 40.642 ms | 0 - 14 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 41.036 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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| ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.422 ms | 0 - 212 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.279 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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| ResNet18 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.664 ms | 0 - 16 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.359 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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| ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.952 ms | 0 - 44 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.908 ms | 1 - 20 MB | FP16 | NPU | Use Export Script |
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| ResNet18 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.412 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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| ResNet18 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.304 ms | 24 - 24 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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Device : Samsung Galaxy S23 (13)
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Runtime : TFLITE
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Estimated inference time (ms) : 1.4
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Estimated peak memory usage (MB): [0, 210]
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Total # Ops : 38
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Compute Unit(s) : NPU (38 ops)
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```
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