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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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| ResNet-3D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE |
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| ResNet-3D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 14.
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| ResNet-3D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 14.
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| ResNet-3D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE |
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| ResNet-3D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 10.
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| ResNet-3D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 11.
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| ResNet-3D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 17.
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| ResNet-3D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 10.
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| ResNet-3D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 9.
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| ResNet-3D | SA7255P ADP | SA7255P | TFLITE |
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| ResNet-3D | SA7255P ADP | SA7255P | QNN | 709.
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| ResNet-3D | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 21.
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| ResNet-3D | SA8255 (Proxy) | SA8255P Proxy | QNN | 14.
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| ResNet-3D | SA8295P ADP | SA8295P | TFLITE |
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| ResNet-3D | SA8295P ADP | SA8295P | QNN | 27.
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| ResNet-3D | SA8650 (Proxy) | SA8650P Proxy | TFLITE |
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| ResNet-3D | SA8650 (Proxy) | SA8650P Proxy | QNN | 14.
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| ResNet-3D | SA8775P ADP | SA8775P | TFLITE |
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| ResNet-3D | SA8775P ADP | SA8775P | QNN | 31.
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| ResNet-3D | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE |
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| ResNet-3D | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 709.
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| ResNet-3D | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 22.
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| ResNet-3D | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 14.
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| ResNet-3D | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE |
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| ResNet-3D | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 31.
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| ResNet-3D | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE |
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| ResNet-3D | QCS8450 (Proxy) | QCS8450 Proxy | QNN |
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| ResNet-3D | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN |
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| ResNet-3D | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX |
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@@ -127,8 +127,8 @@ Profiling Results
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ResNet-3D
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Device : Samsung Galaxy S23 (13)
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Runtime : TFLITE
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Estimated inference time (ms) :
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Estimated peak memory usage (MB): [
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Total # Ops : 57
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Compute Unit(s) : NPU (53 ops) CPU (4 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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| ResNet-3D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 21.907 ms | 3 - 850 MB | FP16 | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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| ResNet-3D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 14.482 ms | 2 - 14 MB | FP16 | NPU | [ResNet-3D.so](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.so) |
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| ResNet-3D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 14.916 ms | 0 - 115 MB | FP16 | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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| ResNet-3D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 16.193 ms | 28 - 72 MB | FP16 | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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| ResNet-3D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 10.559 ms | 2 - 21 MB | FP16 | NPU | [ResNet-3D.so](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.so) |
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| ResNet-3D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 11.724 ms | 2 - 61 MB | FP16 | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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| ResNet-3D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 17.27 ms | 27 - 59 MB | FP16 | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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| ResNet-3D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 10.885 ms | 2 - 48 MB | FP16 | NPU | Use Export Script |
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| ResNet-3D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 9.492 ms | 2 - 46 MB | FP16 | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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| ResNet-3D | SA7255P ADP | SA7255P | TFLITE | 731.194 ms | 29 - 56 MB | FP16 | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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| ResNet-3D | SA7255P ADP | SA7255P | QNN | 709.325 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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| ResNet-3D | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 21.717 ms | 3 - 842 MB | FP16 | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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| ResNet-3D | SA8255 (Proxy) | SA8255P Proxy | QNN | 14.668 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
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| ResNet-3D | SA8295P ADP | SA8295P | TFLITE | 39.679 ms | 29 - 56 MB | FP16 | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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| ResNet-3D | SA8295P ADP | SA8295P | QNN | 27.375 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
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| ResNet-3D | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 22.15 ms | 10 - 841 MB | FP16 | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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| ResNet-3D | SA8650 (Proxy) | SA8650P Proxy | QNN | 14.542 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
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| ResNet-3D | SA8775P ADP | SA8775P | TFLITE | 42.797 ms | 29 - 56 MB | FP16 | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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| ResNet-3D | SA8775P ADP | SA8775P | QNN | 31.125 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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| ResNet-3D | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 731.194 ms | 29 - 56 MB | FP16 | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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| ResNet-3D | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 709.325 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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| ResNet-3D | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 22.152 ms | 3 - 890 MB | FP16 | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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| ResNet-3D | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 14.53 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
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| ResNet-3D | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 42.797 ms | 29 - 56 MB | FP16 | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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| ResNet-3D | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 31.125 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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| ResNet-3D | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 40.896 ms | 29 - 72 MB | FP16 | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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| ResNet-3D | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 25.12 ms | 2 - 57 MB | FP16 | NPU | Use Export Script |
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| ResNet-3D | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.933 ms | 2 - 2 MB | FP16 | NPU | Use Export Script |
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| ResNet-3D | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.852 ms | 64 - 64 MB | FP16 | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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ResNet-3D
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Device : Samsung Galaxy S23 (13)
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Runtime : TFLITE
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Estimated inference time (ms) : 21.9
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Estimated peak memory usage (MB): [3, 850]
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Total # Ops : 57
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Compute Unit(s) : NPU (53 ops) CPU (4 ops)
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```
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