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@@ -35,30 +35,31 @@ 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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- | ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.387 ms | 0 - 128 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 | 1.466 ms | 0 - 69 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 | 1.318 ms | 0 - 3 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 | 0.97 ms | 0 - 15 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 | 1.007 ms | 0 - 16 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 | 0.97 ms | 0 - 29 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 | 0.932 ms | 0 - 11 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 | 0.984 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.973 ms | 0 - 16 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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- | ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.383 ms | 0 - 128 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.315 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | SA7255P ADP | SA7255P | TFLITE | 40.717 ms | 0 - 11 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | SA7255P ADP | SA7255P | QNN | 41.42 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.388 ms | 0 - 128 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.323 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | SA8295P ADP | SA8295P | TFLITE | 2.476 ms | 0 - 9 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | SA8295P ADP | SA8295P | QNN | 2.452 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.389 ms | 0 - 128 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.323 ms | 0 - 1 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | SA8775P ADP | SA8775P | TFLITE | 2.559 ms | 0 - 11 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | SA8775P ADP | SA8775P | QNN | 2.66 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.952 ms | 0 - 15 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.984 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.437 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
 
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@@ -123,7 +124,7 @@ 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, 128]
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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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  |---|---|---|---|---|---|---|---|---|
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+ | ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.393 ms | 0 - 118 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 | 1.469 ms | 1 - 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 | 1.331 ms | 0 - 25 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 | 0.964 ms | 0 - 17 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 | 1.01 ms | 1 - 18 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 | 0.967 ms | 0 - 31 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 | 0.958 ms | 0 - 15 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 | 0.986 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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+ | ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.973 ms | 0 - 19 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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+ | ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.391 ms | 0 - 118 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.319 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | ResNet18 | SA7255P ADP | SA7255P | TFLITE | 40.72 ms | 0 - 13 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | SA7255P ADP | SA7255P | QNN | 41.362 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | ResNet18 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.391 ms | 0 - 119 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.327 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | ResNet18 | SA8295P ADP | SA8295P | TFLITE | 2.486 ms | 0 - 8 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | SA8295P ADP | SA8295P | QNN | 2.906 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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+ | ResNet18 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.389 ms | 0 - 129 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.319 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | ResNet18 | SA8775P ADP | SA8775P | TFLITE | 2.562 ms | 0 - 13 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | SA8775P ADP | SA8775P | QNN | 2.698 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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+ | ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.954 ms | 0 - 18 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.987 ms | 1 - 19 MB | FP16 | NPU | Use Export Script |
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+ | ResNet18 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.456 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | ResNet18 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.348 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, 118]
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  Total # Ops : 38
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  Compute Unit(s) : NPU (38 ops)
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  ```