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README.md
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@@ -36,30 +36,34 @@ 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.
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| ResNet18Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.
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| ResNet18Quantized | Samsung Galaxy
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| ResNet18Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 |
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Device : Samsung Galaxy S23 (13)
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Runtime : TFLITE
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Estimated inference time (ms) : 0.4
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Estimated peak memory usage (MB): [0,
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Total # Ops : 41
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Compute Unit(s) : NPU (41 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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| ResNet18Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.406 ms | 0 - 19 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 | 0.631 ms | 0 - 18 MB | INT8 | NPU | [ResNet18Quantized.so](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.so) |
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| ResNet18Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.68 ms | 0 - 22 MB | INT8 | NPU | [ResNet18Quantized.onnx](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.onnx) |
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| ResNet18Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.311 ms | 0 - 24 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 | 0.477 ms | 0 - 24 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 | ONNX | 0.533 ms | 0 - 23 MB | INT8 | NPU | [ResNet18Quantized.onnx](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.onnx) |
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| ResNet18Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.263 ms | 0 - 17 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 | 0.44 ms | 0 - 17 MB | INT8 | NPU | Use Export Script |
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| ResNet18Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.472 ms | 0 - 18 MB | INT8 | NPU | [ResNet18Quantized.onnx](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.onnx) |
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| ResNet18Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.402 ms | 0 - 15 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 | 2.055 ms | 0 - 13 MB | INT8 | NPU | Use Export Script |
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| ResNet18Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 7.41 ms | 0 - 3 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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| ResNet18Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.409 ms | 0 - 19 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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| ResNet18Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.6 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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| ResNet18Quantized | SA7255P ADP | SA7255P | TFLITE | 4.389 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 | 4.943 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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| ResNet18Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.413 ms | 0 - 19 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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| ResNet18Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.606 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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| ResNet18Quantized | SA8295P ADP | SA8295P | TFLITE | 0.782 ms | 0 - 16 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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| ResNet18Quantized | SA8295P ADP | SA8295P | QNN | 1.262 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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| ResNet18Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.412 ms | 0 - 20 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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| ResNet18Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.605 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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| ResNet18Quantized | SA8775P ADP | SA8775P | TFLITE | 0.668 ms | 0 - 11 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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| ResNet18Quantized | SA8775P ADP | SA8775P | QNN | 1.081 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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| ResNet18Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.478 ms | 0 - 22 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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| ResNet18Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.748 ms | 0 - 21 MB | INT8 | NPU | Use Export Script |
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| ResNet18Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.671 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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| ResNet18Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.702 ms | 14 - 14 MB | INT8 | NPU | [ResNet18Quantized.onnx](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.onnx) |
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Device : Samsung Galaxy S23 (13)
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Runtime : TFLITE
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Estimated inference time (ms) : 0.4
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Estimated peak memory usage (MB): [0, 19]
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Total # Ops : 41
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Compute Unit(s) : NPU (41 ops)
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```
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