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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 +72 -68
README.md CHANGED
@@ -29,12 +29,12 @@ 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/resnet18/releases/v0.46.0/resnet18-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/resnet18/releases/v0.46.0/resnet18-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/resnet18/releases/v0.46.0/resnet18-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/resnet18/releases/v0.46.0/resnet18-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/resnet18/releases/v0.46.0/resnet18-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/resnet18/releases/v0.46.0/resnet18-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[ResNet18 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet18)**.
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@@ -64,69 +64,73 @@ See our repository for [ResNet18 on GitHub](https://github.com/quic/ai-hub-model
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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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- | ResNet18 | ONNX | float | Snapdragon® X Elite | 1.151 ms | 23 - 23 MB | NPU
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- | ResNet18 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.939 ms | 0 - 103 MB | NPU
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- | ResNet18 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.237 ms | 0 - 25 MB | NPU
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- | ResNet18 | ONNX | float | Qualcomm® QCS9075 | 2.0 ms | 1 - 3 MB | NPU
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- | ResNet18 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.75 ms | 0 - 90 MB | NPU
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- | ResNet18 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.657 ms | 0 - 91 MB | NPU
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- | ResNet18 | ONNX | w8a8 | Snapdragon® X Elite | 0.613 ms | 11 - 11 MB | NPU
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- | ResNet18 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.582 ms | 0 - 116 MB | NPU
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- | ResNet18 | ONNX | w8a8 | Qualcomm® QCS6490 | 13.761 ms | 6 - 24 MB | CPU
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- | ResNet18 | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.747 ms | 0 - 152 MB | NPU
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- | ResNet18 | ONNX | w8a8 | Qualcomm® QCS9075 | 0.858 ms | 0 - 3 MB | NPU
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- | ResNet18 | ONNX | w8a8 | Qualcomm® QCM6690 | 11.209 ms | 6 - 14 MB | CPU
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- | ResNet18 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.476 ms | 0 - 92 MB | NPU
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- | ResNet18 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 8.586 ms | 8 - 15 MB | CPU
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- | ResNet18 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.435 ms | 0 - 94 MB | NPU
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- | ResNet18 | QNN_DLC | float | Snapdragon® X Elite | 1.435 ms | 1 - 1 MB | NPU
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- | ResNet18 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.929 ms | 0 - 34 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 6.004 ms | 1 - 24 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.319 ms | 1 - 145 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® SA8775P | 1.981 ms | 1 - 27 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® QCS9075 | 2.059 ms | 1 - 3 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 2.432 ms | 0 - 37 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® SA7255P | 6.004 ms | 1 - 24 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® SA8295P | 2.342 ms | 1 - 20 MB | NPU
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- | ResNet18 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.72 ms | 0 - 23 MB | NPU
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- | ResNet18 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.594 ms | 1 - 27 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.622 ms | 0 - 0 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.405 ms | 0 - 48 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 1.811 ms | 0 - 2 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.309 ms | 0 - 24 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.548 ms | 0 - 2 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.708 ms | 0 - 25 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.61 ms | 0 - 2 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 3.239 ms | 0 - 31 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.743 ms | 0 - 48 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.309 ms | 0 - 24 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.957 ms | 0 - 21 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.299 ms | 0 - 26 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.696 ms | 0 - 31 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.282 ms | 0 - 26 MB | NPU
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- | ResNet18 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.924 ms | 0 - 63 MB | NPU
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- | ResNet18 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 5.96 ms | 0 - 27 MB | NPU
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- | ResNet18 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.317 ms | 0 - 5 MB | NPU
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- | ResNet18 | TFLITE | float | Qualcomm® SA8775P | 1.968 ms | 0 - 31 MB | NPU
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- | ResNet18 | TFLITE | float | Qualcomm® QCS9075 | 2.03 ms | 0 - 25 MB | NPU
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- | ResNet18 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 2.478 ms | 0 - 57 MB | NPU
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- | ResNet18 | TFLITE | float | Qualcomm® SA7255P | 5.96 ms | 0 - 27 MB | NPU
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- | ResNet18 | TFLITE | float | Qualcomm® SA8295P | 2.335 ms | 0 - 22 MB | NPU
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- | ResNet18 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.735 ms | 0 - 25 MB | NPU
 
 
 
 
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  | ResNet18 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.588 ms | 0 - 30 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.293 ms | 0 - 47 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® QCS6490 | 1.481 ms | 0 - 13 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.041 ms | 0 - 23 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.391 ms | 0 - 1 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® SA8775P | 0.555 ms | 0 - 25 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.464 ms | 0 - 13 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® QCM6690 | 2.788 ms | 0 - 30 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.609 ms | 0 - 49 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® SA7255P | 1.041 ms | 0 - 23 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® SA8295P | 0.774 ms | 0 - 20 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.246 ms | 0 - 21 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.564 ms | 0 - 30 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.233 ms | 0 - 25 MB | NPU
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  ## License
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  * The license for the original implementation of ResNet18 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/resnet18/releases/v0.47.0/resnet18-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/resnet18/releases/v0.47.0/resnet18-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/resnet18/releases/v0.47.0/resnet18-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/resnet18/releases/v0.47.0/resnet18-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/resnet18/releases/v0.47.0/resnet18-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/resnet18/releases/v0.47.0/resnet18-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[ResNet18 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet18)**.
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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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+ | ResNet18 | ONNX | float | Snapdragon® X Elite | 1.171 ms | 22 - 22 MB | NPU
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+ | ResNet18 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.778 ms | 0 - 35 MB | NPU
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+ | ResNet18 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.072 ms | 0 - 43 MB | NPU
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+ | ResNet18 | ONNX | float | Qualcomm® QCS9075 | 1.796 ms | 1 - 3 MB | NPU
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+ | ResNet18 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.638 ms | 0 - 26 MB | NPU
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+ | ResNet18 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.557 ms | 1 - 26 MB | NPU
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+ | ResNet18 | ONNX | float | Snapdragon® X2 Elite | 0.524 ms | 23 - 23 MB | NPU
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+ | ResNet18 | ONNX | w8a8 | Snapdragon® X Elite | 0.637 ms | 11 - 11 MB | NPU
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+ | ResNet18 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.417 ms | 0 - 47 MB | NPU
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+ | ResNet18 | ONNX | w8a8 | Qualcomm® QCS6490 | 13.584 ms | 6 - 21 MB | CPU
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+ | ResNet18 | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.557 ms | 0 - 2 MB | NPU
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+ | ResNet18 | ONNX | w8a8 | Qualcomm® QCS9075 | 0.645 ms | 0 - 3 MB | NPU
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+ | ResNet18 | ONNX | w8a8 | Qualcomm® QCM6690 | 11.393 ms | 8 - 14 MB | CPU
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+ | ResNet18 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.355 ms | 0 - 22 MB | NPU
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+ | ResNet18 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 8.74 ms | 6 - 12 MB | CPU
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+ | ResNet18 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.347 ms | 0 - 27 MB | NPU
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+ | ResNet18 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.268 ms | 11 - 11 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Snapdragon® X Elite | 1.474 ms | 1 - 1 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.916 ms | 0 - 38 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 5.799 ms | 1 - 24 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.337 ms | 1 - 2 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Qualcomm® SA8775P | 1.971 ms | 0 - 26 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Qualcomm® QCS9075 | 2.065 ms | 3 - 5 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 2.449 ms | 0 - 37 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Qualcomm® SA7255P | 5.799 ms | 1 - 24 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Qualcomm® SA8295P | 2.312 ms | 0 - 20 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.711 ms | 0 - 27 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.589 ms | 1 - 28 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Snapdragon® X2 Elite | 0.68 ms | 1 - 1 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.604 ms | 0 - 0 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.387 ms | 0 - 47 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 1.805 ms | 0 - 2 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.271 ms | 0 - 24 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.518 ms | 0 - 1 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.707 ms | 0 - 24 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.624 ms | 2 - 4 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 3.245 ms | 0 - 31 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.749 ms | 0 - 49 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.271 ms | 0 - 24 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.911 ms | 0 - 21 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.3 ms | 0 - 27 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.683 ms | 0 - 31 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.258 ms | 0 - 25 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.322 ms | 0 - 0 MB | NPU
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+ | ResNet18 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.92 ms | 0 - 63 MB | NPU
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+ | ResNet18 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 5.743 ms | 0 - 27 MB | NPU
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+ | ResNet18 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.333 ms | 0 - 3 MB | NPU
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+ | ResNet18 | TFLITE | float | Qualcomm® SA8775P | 1.965 ms | 0 - 30 MB | NPU
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+ | ResNet18 | TFLITE | float | Qualcomm® QCS9075 | 2.031 ms | 0 - 25 MB | NPU
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+ | ResNet18 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 2.453 ms | 0 - 61 MB | NPU
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+ | ResNet18 | TFLITE | float | Qualcomm® SA7255P | 5.743 ms | 0 - 27 MB | NPU
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+ | ResNet18 | TFLITE | float | Qualcomm® SA8295P | 2.273 ms | 0 - 22 MB | NPU
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+ | ResNet18 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.707 ms | 0 - 26 MB | NPU
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  | ResNet18 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.588 ms | 0 - 30 MB | NPU
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+ | ResNet18 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.287 ms | 0 - 46 MB | NPU
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+ | ResNet18 | TFLITE | w8a8 | Qualcomm® QCS6490 | 1.458 ms | 0 - 13 MB | NPU
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+ | ResNet18 | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.03 ms | 0 - 23 MB | NPU
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+ | ResNet18 | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.388 ms | 0 - 1 MB | NPU
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+ | ResNet18 | TFLITE | w8a8 | Qualcomm® SA8775P | 0.572 ms | 0 - 25 MB | NPU
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+ | ResNet18 | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.475 ms | 0 - 13 MB | NPU
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+ | ResNet18 | TFLITE | w8a8 | Qualcomm® QCM6690 | 2.801 ms | 0 - 30 MB | NPU
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+ | ResNet18 | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.615 ms | 0 - 48 MB | NPU
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+ | ResNet18 | TFLITE | w8a8 | Qualcomm® SA7255P | 1.03 ms | 0 - 23 MB | NPU
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+ | ResNet18 | TFLITE | w8a8 | Qualcomm® SA8295P | 0.765 ms | 0 - 21 MB | NPU
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+ | ResNet18 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.235 ms | 0 - 26 MB | NPU
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+ | ResNet18 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.55 ms | 0 - 30 MB | NPU
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+ | ResNet18 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.224 ms | 0 - 25 MB | NPU
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  ## License
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  * The license for the original implementation of ResNet18 can be found