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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
@@ -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/resnet50/releases/v0.46.0/resnet50-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/resnet50/releases/v0.46.0/resnet50-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/resnet50/releases/v0.46.0/resnet50-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/resnet50/releases/v0.46.0/resnet50-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/resnet50/releases/v0.46.0/resnet50-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/resnet50/releases/v0.46.0/resnet50-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[ResNet50 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet50)**.
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@@ -64,69 +64,73 @@ See our repository for [ResNet50 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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- | ResNet50 | ONNX | float | Snapdragon® X Elite | 2.108 ms | 49 - 49 MB | NPU
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- | ResNet50 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.724 ms | 0 - 140 MB | NPU
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- | ResNet50 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.281 ms | 0 - 61 MB | NPU
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- | ResNet50 | ONNX | float | Qualcomm® QCS9075 | 3.284 ms | 1 - 4 MB | NPU
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- | ResNet50 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.387 ms | 0 - 111 MB | NPU
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- | ResNet50 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.212 ms | 0 - 134 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Snapdragon® X Elite | 0.962 ms | 25 - 25 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.864 ms | 0 - 147 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Qualcomm® QCS6490 | 32.258 ms | 9 - 31 MB | CPU
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- | ResNet50 | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.118 ms | 0 - 173 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Qualcomm® QCS9075 | 1.205 ms | 0 - 3 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Qualcomm® QCM6690 | 22.973 ms | 1 - 11 MB | CPU
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- | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.716 ms | 0 - 110 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 17.351 ms | 6 - 13 MB | CPU
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- | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.663 ms | 0 - 114 MB | NPU
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- | ResNet50 | QNN_DLC | float | Snapdragon® X Elite | 2.379 ms | 1 - 1 MB | NPU
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- | ResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.638 ms | 0 - 79 MB | NPU
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- | ResNet50 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 10.695 ms | 1 - 47 MB | NPU
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- | ResNet50 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.233 ms | 1 - 3 MB | NPU
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- | ResNet50 | QNN_DLC | float | Qualcomm® SA8775P | 3.386 ms | 1 - 48 MB | NPU
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- | ResNet50 | QNN_DLC | float | Qualcomm® QCS9075 | 3.311 ms | 1 - 3 MB | NPU
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- | ResNet50 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 3.739 ms | 0 - 62 MB | NPU
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- | ResNet50 | QNN_DLC | float | Qualcomm® SA7255P | 10.695 ms | 1 - 47 MB | NPU
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- | ResNet50 | QNN_DLC | float | Qualcomm® SA8295P | 3.67 ms | 0 - 30 MB | NPU
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- | ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.325 ms | 0 - 48 MB | NPU
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- | ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.099 ms | 1 - 70 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.958 ms | 0 - 0 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.687 ms | 0 - 70 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 3.002 ms | 0 - 2 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.975 ms | 0 - 41 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.902 ms | 0 - 183 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.081 ms | 0 - 44 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.962 ms | 0 - 2 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 6.501 ms | 0 - 162 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.199 ms | 0 - 74 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.975 ms | 0 - 41 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.445 ms | 0 - 39 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.532 ms | 0 - 38 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.259 ms | 0 - 47 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.494 ms | 0 - 41 MB | NPU
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- | ResNet50 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.6 ms | 0 - 121 MB | NPU
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- | ResNet50 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 10.624 ms | 0 - 82 MB | NPU
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- | ResNet50 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.198 ms | 0 - 2 MB | NPU
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- | ResNet50 | TFLITE | float | Qualcomm® SA8775P | 14.365 ms | 0 - 82 MB | NPU
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- | ResNet50 | TFLITE | float | Qualcomm® QCS9075 | 3.343 ms | 0 - 52 MB | NPU
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- | ResNet50 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 3.728 ms | 0 - 105 MB | NPU
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- | ResNet50 | TFLITE | float | Qualcomm® SA7255P | 10.624 ms | 0 - 82 MB | NPU
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- | ResNet50 | TFLITE | float | Qualcomm® SA8295P | 3.686 ms | 0 - 67 MB | NPU
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- | ResNet50 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.302 ms | 0 - 78 MB | NPU
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- | ResNet50 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.1 ms | 0 - 103 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.576 ms | 0 - 72 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® QCS6490 | 2.612 ms | 0 - 27 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.733 ms | 0 - 40 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.767 ms | 0 - 31 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8775P | 0.96 ms | 0 - 43 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.813 ms | 0 - 27 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® QCM6690 | 6.25 ms | 0 - 159 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.059 ms | 0 - 74 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® SA7255P | 1.733 ms | 0 - 40 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8295P | 1.314 ms | 0 - 37 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.491 ms | 0 - 38 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.088 ms | 0 - 46 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.445 ms | 0 - 41 MB | NPU
 
 
 
 
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  ## License
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  * The license for the original implementation of ResNet50 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/resnet50/releases/v0.47.0/resnet50-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/resnet50/releases/v0.47.0/resnet50-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/resnet50/releases/v0.47.0/resnet50-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/resnet50/releases/v0.47.0/resnet50-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/resnet50/releases/v0.47.0/resnet50-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/resnet50/releases/v0.47.0/resnet50-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[ResNet50 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet50)**.
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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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+ | ResNet50 | ONNX | float | Snapdragon® X Elite | 2.093 ms | 49 - 49 MB | NPU
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+ | ResNet50 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.487 ms | 0 - 80 MB | NPU
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+ | ResNet50 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.993 ms | 1 - 3 MB | NPU
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+ | ResNet50 | ONNX | float | Qualcomm® QCS9075 | 3.173 ms | 0 - 4 MB | NPU
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+ | ResNet50 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.242 ms | 0 - 54 MB | NPU
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+ | ResNet50 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.062 ms | 1 - 75 MB | NPU
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+ | ResNet50 | ONNX | float | Snapdragon® X2 Elite | 0.99 ms | 49 - 49 MB | NPU
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+ | ResNet50 | ONNX | w8a8 | Snapdragon® X Elite | 0.972 ms | 25 - 25 MB | NPU
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+ | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.683 ms | 0 - 78 MB | NPU
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+ | ResNet50 | ONNX | w8a8 | Qualcomm® QCS6490 | 31.67 ms | 9 - 28 MB | CPU
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+ | ResNet50 | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.9 ms | 0 - 30 MB | NPU
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+ | ResNet50 | ONNX | w8a8 | Qualcomm® QCS9075 | 0.973 ms | 0 - 3 MB | NPU
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+ | ResNet50 | ONNX | w8a8 | Qualcomm® QCM6690 | 23.437 ms | 6 - 15 MB | CPU
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+ | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.597 ms | 0 - 48 MB | NPU
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+ | ResNet50 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 17.748 ms | 11 - 19 MB | CPU
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+ | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.555 ms | 0 - 44 MB | NPU
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+ | ResNet50 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.423 ms | 25 - 25 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Snapdragon® X Elite | 2.328 ms | 1 - 1 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.598 ms | 0 - 77 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 10.61 ms | 1 - 46 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.192 ms | 1 - 2 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Qualcomm® SA8775P | 3.365 ms | 1 - 47 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Qualcomm® QCS9075 | 3.321 ms | 1 - 3 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 3.759 ms | 0 - 62 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Qualcomm® SA7255P | 10.61 ms | 1 - 46 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Qualcomm® SA8295P | 3.663 ms | 0 - 30 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.259 ms | 0 - 48 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.083 ms | 1 - 51 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Snapdragon® X2 Elite | 1.265 ms | 1 - 1 MB | NPU
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+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.963 ms | 0 - 0 MB | NPU
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+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.679 ms | 0 - 71 MB | NPU
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+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 2.981 ms | 2 - 4 MB | NPU
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+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.983 ms | 0 - 41 MB | NPU
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+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.897 ms | 0 - 35 MB | NPU
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+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.106 ms | 0 - 44 MB | NPU
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+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.973 ms | 2 - 4 MB | NPU
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+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 6.5 ms | 0 - 161 MB | NPU
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+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.193 ms | 0 - 72 MB | NPU
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+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.983 ms | 0 - 41 MB | NPU
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+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.427 ms | 0 - 38 MB | NPU
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+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.532 ms | 0 - 42 MB | NPU
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+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.236 ms | 0 - 48 MB | NPU
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+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.485 ms | 0 - 42 MB | NPU
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+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.471 ms | 0 - 0 MB | NPU
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+ | ResNet50 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.579 ms | 0 - 118 MB | NPU
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+ | ResNet50 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 10.521 ms | 0 - 80 MB | NPU
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+ | ResNet50 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.209 ms | 0 - 2 MB | NPU
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+ | ResNet50 | TFLITE | float | Qualcomm® SA8775P | 3.372 ms | 0 - 81 MB | NPU
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+ | ResNet50 | TFLITE | float | Qualcomm® QCS9075 | 3.364 ms | 0 - 52 MB | NPU
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+ | ResNet50 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 3.738 ms | 0 - 107 MB | NPU
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+ | ResNet50 | TFLITE | float | Qualcomm® SA7255P | 10.521 ms | 0 - 80 MB | NPU
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+ | ResNet50 | TFLITE | float | Qualcomm® SA8295P | 3.635 ms | 0 - 67 MB | NPU
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+ | ResNet50 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.263 ms | 0 - 82 MB | NPU
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+ | ResNet50 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.085 ms | 0 - 83 MB | NPU
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+ | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.592 ms | 0 - 73 MB | NPU
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+ | ResNet50 | TFLITE | w8a8 | Qualcomm® QCS6490 | 2.729 ms | 0 - 27 MB | NPU
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+ | ResNet50 | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.748 ms | 0 - 40 MB | NPU
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+ | ResNet50 | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.762 ms | 0 - 7 MB | NPU
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+ | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8775P | 0.983 ms | 0 - 43 MB | NPU
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+ | ResNet50 | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.825 ms | 0 - 27 MB | NPU
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+ | ResNet50 | TFLITE | w8a8 | Qualcomm® QCM6690 | 6.238 ms | 0 - 159 MB | NPU
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+ | ResNet50 | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.039 ms | 0 - 73 MB | NPU
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+ | ResNet50 | TFLITE | w8a8 | Qualcomm® SA7255P | 1.748 ms | 0 - 40 MB | NPU
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+ | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8295P | 1.284 ms | 0 - 38 MB | NPU
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+ | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.509 ms | 0 - 42 MB | NPU
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+ | ResNet50 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.083 ms | 0 - 46 MB | NPU
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+ | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.444 ms | 0 - 42 MB | NPU
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  ## License
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  * The license for the original implementation of ResNet50 can be found