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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/resnet101/releases/v0.46.0/resnet101-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/resnet101/releases/v0.46.0/resnet101-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/resnet101/releases/v0.46.0/resnet101-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/resnet101/releases/v0.46.0/resnet101-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/resnet101/releases/v0.46.0/resnet101-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/resnet101/releases/v0.46.0/resnet101-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[ResNet101 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet101)**.
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@@ -64,69 +64,73 @@ See our repository for [ResNet101 on GitHub](https://github.com/quic/ai-hub-mode
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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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- | ResNet101 | ONNX | float | Snapdragon® X Elite | 3.247 ms | 86 - 86 MB | NPU
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- | ResNet101 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.471 ms | 0 - 167 MB | NPU
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- | ResNet101 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 3.378 ms | 0 - 180 MB | NPU
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- | ResNet101 | ONNX | float | Qualcomm® QCS9075 | 5.374 ms | 0 - 4 MB | NPU
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- | ResNet101 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.029 ms | 0 - 124 MB | NPU
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- | ResNet101 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.767 ms | 0 - 125 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® X Elite | 1.283 ms | 44 - 44 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.154 ms | 0 - 208 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® QCS6490 | 56.63 ms | 8 - 56 MB | CPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.499 ms | 0 - 51 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® QCS9075 | 1.588 ms | 0 - 3 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® QCM6690 | 41.586 ms | 11 - 22 MB | CPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.979 ms | 0 - 145 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 38.871 ms | 9 - 19 MB | CPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.927 ms | 0 - 146 MB | NPU
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- | ResNet101 | QNN_DLC | float | Snapdragon® X Elite | 3.531 ms | 1 - 1 MB | NPU
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- | ResNet101 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.406 ms | 0 - 125 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 18.336 ms | 1 - 66 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.334 ms | 1 - 3 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® SA8775P | 5.468 ms | 1 - 67 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® QCS9075 | 5.286 ms | 1 - 3 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 5.937 ms | 0 - 91 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® SA7255P | 18.336 ms | 1 - 66 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® SA8295P | 5.604 ms | 1 - 41 MB | NPU
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- | ResNet101 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.961 ms | 1 - 69 MB | NPU
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- | ResNet101 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.647 ms | 1 - 70 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.271 ms | 0 - 0 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.986 ms | 0 - 119 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 4.554 ms | 0 - 2 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 2.953 ms | 0 - 70 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.268 ms | 0 - 2 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 5.196 ms | 0 - 70 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 1.31 ms | 2 - 4 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 11.7 ms | 1 - 194 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.793 ms | 0 - 121 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 2.953 ms | 0 - 70 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.949 ms | 0 - 68 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.79 ms | 0 - 70 MB | NPU
 
 
 
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  | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.8 ms | 0 - 80 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.741 ms | 0 - 72 MB | NPU
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- | ResNet101 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.399 ms | 0 - 192 MB | NPU
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- | ResNet101 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 18.357 ms | 0 - 128 MB | NPU
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- | ResNet101 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 3.302 ms | 0 - 3 MB | NPU
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- | ResNet101 | TFLITE | float | Qualcomm® SA8775P | 5.434 ms | 0 - 130 MB | NPU
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- | ResNet101 | TFLITE | float | Qualcomm® QCS9075 | 5.286 ms | 0 - 88 MB | NPU
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- | ResNet101 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 5.891 ms | 0 - 158 MB | NPU
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- | ResNet101 | TFLITE | float | Qualcomm® SA7255P | 18.357 ms | 0 - 128 MB | NPU
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- | ResNet101 | TFLITE | float | Qualcomm® SA8295P | 5.631 ms | 0 - 97 MB | NPU
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- | ResNet101 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.95 ms | 0 - 129 MB | NPU
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- | ResNet101 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.635 ms | 0 - 132 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.867 ms | 0 - 134 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® QCS6490 | 4.312 ms | 0 - 45 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 2.731 ms | 0 - 68 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.141 ms | 0 - 1 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8775P | 1.331 ms | 0 - 70 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® QCS9075 | 1.181 ms | 0 - 45 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® QCM6690 | 11.804 ms | 0 - 195 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.661 ms | 0 - 137 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® SA7255P | 2.731 ms | 0 - 68 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8295P | 1.771 ms | 0 - 66 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.742 ms | 0 - 67 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.666 ms | 0 - 75 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.702 ms | 0 - 70 MB | NPU
 
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  ## License
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  * The license for the original implementation of ResNet101 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/resnet101/releases/v0.47.0/resnet101-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/resnet101/releases/v0.47.0/resnet101-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/resnet101/releases/v0.47.0/resnet101-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/resnet101/releases/v0.47.0/resnet101-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/resnet101/releases/v0.47.0/resnet101-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/resnet101/releases/v0.47.0/resnet101-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[ResNet101 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet101)**.
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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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+ | ResNet101 | ONNX | float | Snapdragon® X Elite | 3.289 ms | 85 - 85 MB | NPU
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+ | ResNet101 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.24 ms | 0 - 133 MB | NPU
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+ | ResNet101 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 3.142 ms | 1 - 4 MB | NPU
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+ | ResNet101 | ONNX | float | Qualcomm® QCS9075 | 5.128 ms | 1 - 4 MB | NPU
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+ | ResNet101 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.858 ms | 0 - 75 MB | NPU
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+ | ResNet101 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.609 ms | 1 - 77 MB | NPU
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+ | ResNet101 | ONNX | float | Snapdragon® X2 Elite | 1.624 ms | 86 - 86 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Snapdragon® X Elite | 1.306 ms | 43 - 43 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.979 ms | 0 - 138 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Qualcomm® QCS6490 | 56.268 ms | 9 - 57 MB | CPU
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+ | ResNet101 | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.28 ms | 0 - 51 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Qualcomm® QCS9075 | 1.331 ms | 0 - 3 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Qualcomm® QCM6690 | 42.32 ms | 10 - 20 MB | CPU
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+ | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.839 ms | 0 - 73 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 39.525 ms | 10 - 21 MB | CPU
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+ | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.802 ms | 0 - 76 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.557 ms | 43 - 43 MB | NPU
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+ | ResNet101 | QNN_DLC | float | Snapdragon® X Elite | 3.556 ms | 1 - 1 MB | NPU
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+ | ResNet101 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.405 ms | 0 - 126 MB | NPU
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+ | ResNet101 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 18.273 ms | 1 - 67 MB | NPU
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+ | ResNet101 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.334 ms | 1 - 9 MB | NPU
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+ | ResNet101 | QNN_DLC | float | Qualcomm® SA8775P | 5.402 ms | 1 - 71 MB | NPU
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+ | ResNet101 | QNN_DLC | float | Qualcomm® QCS9075 | 5.302 ms | 3 - 5 MB | NPU
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+ | ResNet101 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 5.949 ms | 0 - 93 MB | NPU
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+ | ResNet101 | QNN_DLC | float | Qualcomm® SA7255P | 18.273 ms | 1 - 67 MB | NPU
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+ | ResNet101 | QNN_DLC | float | Qualcomm® SA8295P | 5.664 ms | 1 - 43 MB | NPU
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+ | ResNet101 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.949 ms | 0 - 68 MB | NPU
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+ | ResNet101 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.622 ms | 1 - 69 MB | NPU
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+ | ResNet101 | QNN_DLC | float | Snapdragon® X2 Elite | 1.975 ms | 1 - 1 MB | NPU
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+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.27 ms | 0 - 0 MB | NPU
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+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.966 ms | 0 - 120 MB | NPU
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+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 4.583 ms | 0 - 2 MB | NPU
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+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 2.961 ms | 0 - 71 MB | NPU
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+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.276 ms | 0 - 28 MB | NPU
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+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.534 ms | 0 - 73 MB | NPU
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+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 1.32 ms | 0 - 2 MB | NPU
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+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 11.695 ms | 0 - 193 MB | NPU
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+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.797 ms | 0 - 123 MB | NPU
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+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 2.961 ms | 0 - 71 MB | NPU
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+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.945 ms | 0 - 68 MB | NPU
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+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.784 ms | 0 - 68 MB | NPU
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  | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.8 ms | 0 - 80 MB | NPU
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+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.743 ms | 0 - 72 MB | NPU
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+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.623 ms | 0 - 0 MB | NPU
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+ | ResNet101 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.382 ms | 0 - 192 MB | NPU
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+ | ResNet101 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 18.202 ms | 0 - 124 MB | NPU
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+ | ResNet101 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 3.319 ms | 0 - 2 MB | NPU
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+ | ResNet101 | TFLITE | float | Qualcomm® SA8775P | 5.414 ms | 0 - 126 MB | NPU
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+ | ResNet101 | TFLITE | float | Qualcomm® QCS9075 | 5.288 ms | 0 - 88 MB | NPU
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+ | ResNet101 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 5.915 ms | 0 - 158 MB | NPU
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+ | ResNet101 | TFLITE | float | Qualcomm® SA7255P | 18.202 ms | 0 - 124 MB | NPU
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+ | ResNet101 | TFLITE | float | Qualcomm® SA8295P | 5.586 ms | 0 - 96 MB | NPU
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+ | ResNet101 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.927 ms | 0 - 130 MB | NPU
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+ | ResNet101 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.622 ms | 0 - 129 MB | NPU
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+ | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.871 ms | 0 - 132 MB | NPU
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+ | ResNet101 | TFLITE | w8a8 | Qualcomm® QCS6490 | 4.477 ms | 0 - 45 MB | NPU
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+ | ResNet101 | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 2.746 ms | 0 - 69 MB | NPU
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+ | ResNet101 | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.138 ms | 0 - 14 MB | NPU
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+ | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8775P | 1.431 ms | 0 - 70 MB | NPU
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+ | ResNet101 | TFLITE | w8a8 | Qualcomm® QCS9075 | 1.174 ms | 0 - 45 MB | NPU
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+ | ResNet101 | TFLITE | w8a8 | Qualcomm® QCM6690 | 11.746 ms | 0 - 194 MB | NPU
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+ | ResNet101 | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.637 ms | 0 - 134 MB | NPU
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+ | ResNet101 | TFLITE | w8a8 | Qualcomm® SA7255P | 2.746 ms | 0 - 69 MB | NPU
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+ | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8295P | 1.789 ms | 0 - 71 MB | NPU
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+ | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.733 ms | 0 - 66 MB | NPU
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+ | ResNet101 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.663 ms | 0 - 76 MB | NPU
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+ | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.698 ms | 0 - 70 MB | NPU
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  ## License
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  * The license for the original implementation of ResNet101 can be found