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v0.47.0

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See https://github.com/quic/ai-hub-models/releases/v0.47.0 for changelog.

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  1. README.md +73 -69
README.md CHANGED
@@ -28,12 +28,12 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/regnet/releases/v0.46.0/regnet-onnx-float.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/regnet/releases/v0.46.0/regnet-onnx-w8a8.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/regnet/releases/v0.46.0/regnet-qnn_dlc-float.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/regnet/releases/v0.46.0/regnet-qnn_dlc-w8a8.zip)
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- | TFLITE | float | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/regnet/releases/v0.46.0/regnet-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/regnet/releases/v0.46.0/regnet-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[RegNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/regnet)**.
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@@ -63,69 +63,73 @@ See our repository for [RegNet on GitHub](https://github.com/quic/ai-hub-models/
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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- | RegNet | ONNX | float | Snapdragon® X Elite | 1.933 ms | 39 - 39 MB | NPU
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- | RegNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.509 ms | 0 - 186 MB | NPU
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- | RegNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.038 ms | 0 - 44 MB | NPU
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- | RegNet | ONNX | float | Qualcomm® QCS9075 | 3.075 ms | 0 - 4 MB | NPU
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- | RegNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.239 ms | 0 - 140 MB | NPU
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- | RegNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.021 ms | 0 - 140 MB | NPU
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- | RegNet | ONNX | w8a8 | Snapdragon® X Elite | 1.137 ms | 20 - 20 MB | NPU
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- | RegNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.87 ms | 0 - 197 MB | NPU
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- | RegNet | ONNX | w8a8 | Qualcomm® QCS6490 | 27.939 ms | 7 - 18 MB | CPU
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- | RegNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.184 ms | 0 - 107 MB | NPU
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- | RegNet | ONNX | w8a8 | Qualcomm® QCS9075 | 1.324 ms | 0 - 3 MB | NPU
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- | RegNet | ONNX | w8a8 | Qualcomm® QCM6690 | 18.049 ms | 8 - 17 MB | CPU
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- | RegNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.722 ms | 0 - 152 MB | NPU
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- | RegNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 13.384 ms | 9 - 18 MB | CPU
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- | RegNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.674 ms | 0 - 153 MB | NPU
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- | RegNet | QNN_DLC | float | Snapdragon® X Elite | 2.287 ms | 1 - 1 MB | NPU
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- | RegNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.413 ms | 0 - 128 MB | NPU
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- | RegNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 9.987 ms | 1 - 76 MB | NPU
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- | RegNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.051 ms | 1 - 135 MB | NPU
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- | RegNet | QNN_DLC | float | Qualcomm® SA8775P | 3.263 ms | 0 - 79 MB | NPU
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- | RegNet | QNN_DLC | float | Qualcomm® QCS9075 | 3.058 ms | 1 - 3 MB | NPU
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- | RegNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 3.482 ms | 0 - 115 MB | NPU
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- | RegNet | QNN_DLC | float | Qualcomm® SA7255P | 9.987 ms | 1 - 76 MB | NPU
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- | RegNet | QNN_DLC | float | Qualcomm® SA8295P | 3.5 ms | 1 - 66 MB | NPU
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- | RegNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.106 ms | 0 - 80 MB | NPU
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- | RegNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.889 ms | 1 - 81 MB | NPU
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- | RegNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.071 ms | 0 - 0 MB | NPU
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- | RegNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.638 ms | 0 - 109 MB | NPU
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- | RegNet | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 2.712 ms | 0 - 2 MB | NPU
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- | RegNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 2.3 ms | 0 - 76 MB | NPU
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- | RegNet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.886 ms | 0 - 2 MB | NPU
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- | RegNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.199 ms | 0 - 78 MB | NPU
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- | RegNet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 1.068 ms | 0 - 2 MB | NPU
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- | RegNet | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 7.075 ms | 0 - 196 MB | NPU
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- | RegNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.295 ms | 0 - 110 MB | NPU
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- | RegNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 2.3 ms | 0 - 76 MB | NPU
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- | RegNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.606 ms | 0 - 76 MB | NPU
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- | RegNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.493 ms | 0 - 76 MB | NPU
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- | RegNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.153 ms | 0 - 76 MB | NPU
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- | RegNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.428 ms | 0 - 80 MB | NPU
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- | RegNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.417 ms | 0 - 160 MB | NPU
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- | RegNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 9.908 ms | 0 - 104 MB | NPU
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- | RegNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.031 ms | 0 - 3 MB | NPU
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- | RegNet | TFLITE | float | Qualcomm® SA8775P | 13.985 ms | 0 - 104 MB | NPU
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- | RegNet | TFLITE | float | Qualcomm® QCS9075 | 3.046 ms | 0 - 42 MB | NPU
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- | RegNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 3.455 ms | 0 - 144 MB | NPU
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- | RegNet | TFLITE | float | Qualcomm® SA7255P | 9.908 ms | 0 - 104 MB | NPU
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- | RegNet | TFLITE | float | Qualcomm® SA8295P | 3.52 ms | 0 - 83 MB | NPU
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- | RegNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.095 ms | 0 - 106 MB | NPU
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- | RegNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.887 ms | 0 - 106 MB | NPU
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- | RegNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.536 ms | 0 - 119 MB | NPU
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- | RegNet | TFLITE | w8a8 | Qualcomm® QCS6490 | 2.321 ms | 0 - 22 MB | NPU
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- | RegNet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.992 ms | 0 - 76 MB | NPU
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- | RegNet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.722 ms | 0 - 2 MB | NPU
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- | RegNet | TFLITE | w8a8 | Qualcomm® SA8775P | 1.047 ms | 0 - 77 MB | NPU
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- | RegNet | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.888 ms | 0 - 22 MB | NPU
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- | RegNet | TFLITE | w8a8 | Qualcomm® QCM6690 | 6.625 ms | 0 - 190 MB | NPU
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- | RegNet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.134 ms | 0 - 119 MB | NPU
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- | RegNet | TFLITE | w8a8 | Qualcomm® SA7255P | 1.992 ms | 0 - 76 MB | NPU
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- | RegNet | TFLITE | w8a8 | Qualcomm® SA8295P | 1.45 ms | 0 - 71 MB | NPU
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- | RegNet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.428 ms | 0 - 81 MB | NPU
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- | RegNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.993 ms | 0 - 72 MB | NPU
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- | RegNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.393 ms | 0 - 80 MB | NPU
 
 
 
 
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  ## License
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  * The license for the original implementation of RegNet can be found
 
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/regnet/releases/v0.47.0/regnet-onnx-float.zip)
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+ | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/regnet/releases/v0.47.0/regnet-onnx-w8a8.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/regnet/releases/v0.47.0/regnet-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/regnet/releases/v0.47.0/regnet-qnn_dlc-w8a8.zip)
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+ | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/regnet/releases/v0.47.0/regnet-tflite-float.zip)
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+ | TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/regnet/releases/v0.47.0/regnet-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[RegNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/regnet)**.
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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+ | RegNet | ONNX | float | Snapdragon® X Elite | 1.96 ms | 39 - 39 MB | NPU
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+ | RegNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.243 ms | 0 - 132 MB | NPU
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+ | RegNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.749 ms | 1 - 7 MB | NPU
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+ | RegNet | ONNX | float | Qualcomm® QCS9075 | 2.87 ms | 1 - 4 MB | NPU
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+ | RegNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.001 ms | 0 - 86 MB | NPU
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+ | RegNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.836 ms | 1 - 87 MB | NPU
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+ | RegNet | ONNX | float | Snapdragon® X2 Elite | 0.92 ms | 39 - 39 MB | NPU
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+ | RegNet | ONNX | w8a8 | Snapdragon® X Elite | 1.11 ms | 20 - 20 MB | NPU
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+ | RegNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.663 ms | 0 - 135 MB | NPU
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+ | RegNet | ONNX | w8a8 | Qualcomm® QCS6490 | 28.597 ms | 8 - 20 MB | CPU
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+ | RegNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.898 ms | 0 - 27 MB | NPU
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+ | RegNet | ONNX | w8a8 | Qualcomm® QCS9075 | 1.076 ms | 0 - 3 MB | NPU
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+ | RegNet | ONNX | w8a8 | Qualcomm® QCM6690 | 18.149 ms | 8 - 18 MB | CPU
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+ | RegNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.543 ms | 0 - 79 MB | NPU
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+ | RegNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 13.717 ms | 8 - 18 MB | CPU
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+ | RegNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.507 ms | 0 - 89 MB | NPU
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+ | RegNet | ONNX | w8a8 | Snapdragon® X2 Elite | 0.48 ms | 20 - 20 MB | NPU
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+ | RegNet | QNN_DLC | float | Snapdragon® X Elite | 2.301 ms | 1 - 1 MB | NPU
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+ | RegNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.421 ms | 0 - 128 MB | NPU
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+ | RegNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 9.913 ms | 1 - 77 MB | NPU
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+ | RegNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.063 ms | 1 - 2 MB | NPU
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+ | RegNet | QNN_DLC | float | Qualcomm® SA8775P | 3.299 ms | 1 - 79 MB | NPU
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+ | RegNet | QNN_DLC | float | Qualcomm® QCS9075 | 3.084 ms | 3 - 5 MB | NPU
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+ | RegNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 3.479 ms | 0 - 117 MB | NPU
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+ | RegNet | QNN_DLC | float | Qualcomm® SA7255P | 9.913 ms | 1 - 77 MB | NPU
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+ | RegNet | QNN_DLC | float | Qualcomm® SA8295P | 3.503 ms | 0 - 65 MB | NPU
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+ | RegNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.113 ms | 1 - 78 MB | NPU
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+ | RegNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.9 ms | 1 - 81 MB | NPU
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+ | RegNet | QNN_DLC | float | Snapdragon® X2 Elite | 1.221 ms | 1 - 1 MB | NPU
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+ | RegNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.072 ms | 0 - 0 MB | NPU
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+ | RegNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.646 ms | 0 - 110 MB | NPU
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+ | RegNet | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 2.704 ms | 2 - 4 MB | NPU
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+ | RegNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 2.28 ms | 0 - 76 MB | NPU
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+ | RegNet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.892 ms | 0 - 2 MB | NPU
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+ | RegNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.314 ms | 0 - 79 MB | NPU
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+ | RegNet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 1.082 ms | 0 - 2 MB | NPU
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+ | RegNet | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 7.114 ms | 0 - 196 MB | NPU
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+ | RegNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.298 ms | 0 - 106 MB | NPU
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+ | RegNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 2.28 ms | 0 - 76 MB | NPU
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+ | RegNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.624 ms | 0 - 75 MB | NPU
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+ | RegNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.485 ms | 0 - 80 MB | NPU
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+ | RegNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.208 ms | 0 - 78 MB | NPU
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+ | RegNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.443 ms | 0 - 80 MB | NPU
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+ | RegNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.595 ms | 0 - 0 MB | NPU
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+ | RegNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.398 ms | 0 - 156 MB | NPU
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+ | RegNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 9.877 ms | 0 - 101 MB | NPU
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+ | RegNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.064 ms | 0 - 2 MB | NPU
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+ | RegNet | TFLITE | float | Qualcomm® SA8775P | 3.328 ms | 0 - 102 MB | NPU
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+ | RegNet | TFLITE | float | Qualcomm® QCS9075 | 3.051 ms | 0 - 42 MB | NPU
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+ | RegNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 3.448 ms | 0 - 143 MB | NPU
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+ | RegNet | TFLITE | float | Qualcomm® SA7255P | 9.877 ms | 0 - 101 MB | NPU
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+ | RegNet | TFLITE | float | Qualcomm® SA8295P | 3.478 ms | 0 - 83 MB | NPU
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+ | RegNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.106 ms | 0 - 104 MB | NPU
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+ | RegNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.896 ms | 0 - 105 MB | NPU
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+ | RegNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.526 ms | 0 - 118 MB | NPU
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+ | RegNet | TFLITE | w8a8 | Qualcomm® QCS6490 | 2.292 ms | 0 - 22 MB | NPU
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+ | RegNet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.962 ms | 0 - 75 MB | NPU
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+ | RegNet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.725 ms | 0 - 3 MB | NPU
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+ | RegNet | TFLITE | w8a8 | Qualcomm® SA8775P | 1.141 ms | 0 - 76 MB | NPU
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+ | RegNet | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.894 ms | 0 - 22 MB | NPU
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+ | RegNet | TFLITE | w8a8 | Qualcomm® QCM6690 | 6.66 ms | 0 - 190 MB | NPU
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+ | RegNet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.095 ms | 0 - 110 MB | NPU
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+ | RegNet | TFLITE | w8a8 | Qualcomm® SA7255P | 1.962 ms | 0 - 75 MB | NPU
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+ | RegNet | TFLITE | w8a8 | Qualcomm® SA8295P | 1.435 ms | 0 - 71 MB | NPU
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+ | RegNet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.421 ms | 0 - 70 MB | NPU
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+ | RegNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.982 ms | 0 - 72 MB | NPU
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+ | RegNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.386 ms | 0 - 78 MB | NPU
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  ## License
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  * The license for the original implementation of RegNet can be found