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@@ -35,22 +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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- | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 115.569 ms | 2 - 618 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 12.93 ms | 0 - 189 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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- | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 87.127 ms | 26 - 68 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 9.586 ms | 2 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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- | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 82.598 ms | 28 - 63 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 7.77 ms | 2 - 54 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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- | ResNet-2Plus1D | SA7255P ADP | SA7255P | TFLITE | 823.537 ms | 28 - 59 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 114.96 ms | 2 - 593 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | SA8295P ADP | SA8295P | TFLITE | 142.483 ms | 28 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 114.701 ms | 1 - 618 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | SA8775P ADP | SA8775P | TFLITE | 153.346 ms | 28 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 823.537 ms | 28 - 59 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 113.869 ms | 4 - 625 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 153.346 ms | 28 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 130.167 ms | 28 - 69 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.96 ms | 60 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -114,10 +127,10 @@ Profiling Results
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  ResNet-2Plus1D
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 115.6
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- Estimated peak memory usage (MB): [2, 618]
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- Total # Ops : 92
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- Compute Unit(s) : NPU (84 ops) CPU (8 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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+ | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 117.28 ms | 3 - 624 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 13.194 ms | 2 - 5 MB | FP16 | NPU | [ResNet-2Plus1D.so](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.so) |
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+ | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 12.462 ms | 0 - 144 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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+ | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 86.804 ms | 26 - 68 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 9.497 ms | 2 - 23 MB | FP16 | NPU | [ResNet-2Plus1D.so](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.so) |
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+ | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 9.12 ms | 2 - 62 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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+ | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 81.633 ms | 27 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 9.082 ms | 2 - 53 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 9.11 ms | 2 - 53 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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+ | ResNet-2Plus1D | SA7255P ADP | SA7255P | TFLITE | 823.079 ms | 28 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | SA7255P ADP | SA7255P | QNN | 633.939 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 113.451 ms | 2 - 623 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | SA8255 (Proxy) | SA8255P Proxy | QNN | 13.206 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | SA8295P ADP | SA8295P | TFLITE | 142.152 ms | 28 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | SA8295P ADP | SA8295P | QNN | 23.167 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 114.197 ms | 1 - 681 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | SA8650 (Proxy) | SA8650P Proxy | QNN | 13.166 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | SA8775P ADP | SA8775P | TFLITE | 155.293 ms | 28 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | SA8775P ADP | SA8775P | QNN | 26.593 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 823.079 ms | 28 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 633.939 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 115.281 ms | 0 - 656 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 13.13 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 155.293 ms | 28 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 26.593 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 137.549 ms | 28 - 71 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 21.241 ms | 2 - 61 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 13.312 ms | 2 - 2 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.619 ms | 60 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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  ResNet-2Plus1D
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 117.3
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+ Estimated peak memory usage (MB): [3, 624]
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+ Total # Ops : 94
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+ Compute Unit(s) : NPU (87 ops) CPU (7 ops)
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  ```
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