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ResNet18Quantized

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quantized
android
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@@ -36,31 +36,30 @@ 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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- | ResNet18Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.403 ms | 0 - 149 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.632 ms | 0 - 8 MB | INT8 | NPU | [ResNet18Quantized.so](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.so) |
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- | ResNet18Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.308 ms | 0 - 15 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.48 ms | 0 - 13 MB | INT8 | NPU | [ResNet18Quantized.so](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.so) |
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- | ResNet18Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.303 ms | 0 - 9 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.441 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.366 ms | 0 - 13 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 2.024 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 7.058 ms | 0 - 7 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.408 ms | 0 - 8 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.601 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | SA7255P ADP | SA7255P | TFLITE | 4.37 ms | 0 - 10 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | SA7255P ADP | SA7255P | QNN | 5.053 ms | 0 - 5 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.407 ms | 0 - 8 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.602 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | SA8295P ADP | SA8295P | TFLITE | 0.777 ms | 0 - 9 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | SA8295P ADP | SA8295P | QNN | 1.094 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.41 ms | 0 - 135 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.601 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | SA8775P ADP | SA8775P | TFLITE | 0.688 ms | 0 - 8 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | SA8775P ADP | SA8775P | QNN | 1.031 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.479 ms | 0 - 16 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.707 ms | 0 - 13 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.678 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 109.769 ms | 116 - 116 MB | INT8 | NPU | [ResNet18Quantized.onnx](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.onnx) |
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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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+ | ResNet18Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.404 ms | 0 - 149 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.629 ms | 0 - 95 MB | INT8 | NPU | [ResNet18Quantized.so](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.so) |
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+ | ResNet18Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.311 ms | 0 - 14 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.478 ms | 0 - 16 MB | INT8 | NPU | [ResNet18Quantized.so](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.so) |
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+ | ResNet18Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.293 ms | 0 - 13 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.439 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.359 ms | 0 - 16 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 2.043 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 7.14 ms | 0 - 2 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.407 ms | 0 - 8 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.602 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | SA7255P ADP | SA7255P | TFLITE | 4.37 ms | 0 - 13 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | SA7255P ADP | SA7255P | QNN | 5.005 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.41 ms | 0 - 8 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.596 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | SA8295P ADP | SA8295P | TFLITE | 0.797 ms | 0 - 9 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | SA8295P ADP | SA8295P | QNN | 1.693 ms | 0 - 5 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.406 ms | 0 - 8 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.604 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | SA8775P ADP | SA8775P | TFLITE | 0.667 ms | 0 - 13 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | SA8775P ADP | SA8775P | QNN | 1.092 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.472 ms | 0 - 18 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.702 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.688 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
 
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