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@@ -35,28 +35,28 @@ 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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- | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.029 ms | 0 - 2 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.159 ms | 0 - 59 MB | FP16 | NPU | [RegNet.so](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.so) |
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- | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.177 ms | 1 - 3 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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- | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.42 ms | 0 - 144 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.483 ms | 0 - 28 MB | FP16 | NPU | [RegNet.so](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.so) |
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- | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.559 ms | 0 - 147 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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- | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.391 ms | 0 - 72 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.204 ms | 0 - 27 MB | FP16 | NPU | Use Export Script |
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- | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.554 ms | 0 - 74 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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- | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.028 ms | 0 - 375 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.015 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | RegNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.04 ms | 0 - 2 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.031 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | RegNet | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 2.064 ms | 0 - 364 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | SA8775 (Proxy) | SA8775P Proxy | QNN | 2.02 ms | 0 - 1 MB | FP16 | NPU | Use Export Script |
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- | RegNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.051 ms | 0 - 2 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.031 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | RegNet | SA8295P ADP | SA8295P | TFLITE | 3.559 ms | 0 - 40 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | SA8295P ADP | SA8295P | QNN | 3.67 ms | 0 - 5 MB | FP16 | NPU | Use Export Script |
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- | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.811 ms | 0 - 126 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.907 ms | 1 - 25 MB | FP16 | NPU | Use Export Script |
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- | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.232 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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  | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.22 ms | 40 - 40 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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@@ -121,7 +121,7 @@ Profiling Results
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  RegNet
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 2.0
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  Estimated peak memory usage (MB): [0, 2]
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  Total # Ops : 114
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  Compute Unit(s) : NPU (114 ops)
 
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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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+ | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.057 ms | 0 - 2 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.138 ms | 1 - 59 MB | FP16 | NPU | [RegNet.so](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.so) |
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+ | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.164 ms | 0 - 41 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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+ | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.394 ms | 0 - 144 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.485 ms | 0 - 30 MB | FP16 | NPU | [RegNet.so](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.so) |
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+ | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.574 ms | 0 - 146 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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+ | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.383 ms | 0 - 71 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.425 ms | 0 - 28 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.334 ms | 0 - 74 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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+ | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.023 ms | 0 - 6 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.036 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.033 ms | 0 - 2 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.045 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 2.059 ms | 0 - 2 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | SA8775 (Proxy) | SA8775P Proxy | QNN | 2.016 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.027 ms | 0 - 315 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.037 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | SA8295P ADP | SA8295P | TFLITE | 3.562 ms | 0 - 40 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | SA8295P ADP | SA8295P | QNN | 3.655 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.802 ms | 0 - 127 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.934 ms | 1 - 25 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.208 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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  | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.22 ms | 40 - 40 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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  RegNet
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 2.1
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  Estimated peak memory usage (MB): [0, 2]
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  Total # Ops : 114
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  Compute Unit(s) : NPU (114 ops)