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ResNeXt101

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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/resnext101/releases/v0.46.0/resnext101-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/resnext101/releases/v0.46.0/resnext101-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/resnext101/releases/v0.46.0/resnext101-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/resnext101/releases/v0.46.0/resnext101-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/resnext101/releases/v0.46.0/resnext101-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/resnext101/releases/v0.46.0/resnext101-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[ResNeXt101 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnext101)**.
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@@ -64,69 +64,73 @@ See our repository for [ResNeXt101 on GitHub](https://github.com/quic/ai-hub-mod
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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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- | ResNeXt101 | ONNX | float | Snapdragon® X Elite | 6.573 ms | 172 - 172 MB | NPU
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- | ResNeXt101 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 4.726 ms | 0 - 405 MB | NPU
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- | ResNeXt101 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 6.715 ms | 0 - 194 MB | NPU
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- | ResNeXt101 | ONNX | float | Qualcomm® QCS9075 | 10.044 ms | 0 - 4 MB | NPU
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- | ResNeXt101 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.052 ms | 0 - 226 MB | NPU
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- | ResNeXt101 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.262 ms | 0 - 233 MB | NPU
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- | ResNeXt101 | ONNX | w8a8 | Snapdragon® X Elite | 3.135 ms | 87 - 87 MB | NPU
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- | ResNeXt101 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.372 ms | 0 - 330 MB | NPU
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- | ResNeXt101 | ONNX | w8a8 | Qualcomm® QCS6490 | 112.485 ms | 3 - 52 MB | CPU
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- | ResNeXt101 | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 3.18 ms | 0 - 98 MB | NPU
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- | ResNeXt101 | ONNX | w8a8 | Qualcomm® QCS9075 | 3.411 ms | 0 - 3 MB | NPU
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- | ResNeXt101 | ONNX | w8a8 | Qualcomm® QCM6690 | 72.672 ms | 0 - 12 MB | CPU
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- | ResNeXt101 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.153 ms | 0 - 285 MB | NPU
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- | ResNeXt101 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 67.614 ms | 0 - 12 MB | CPU
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- | ResNeXt101 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.741 ms | 0 - 288 MB | NPU
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- | ResNeXt101 | QNN_DLC | float | Snapdragon® X Elite | 6.785 ms | 1 - 1 MB | NPU
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- | ResNeXt101 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 4.852 ms | 0 - 384 MB | NPU
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- | ResNeXt101 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 36.113 ms | 1 - 203 MB | NPU
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- | ResNeXt101 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 6.579 ms | 1 - 5 MB | NPU
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- | ResNeXt101 | QNN_DLC | float | Qualcomm® SA8775P | 10.261 ms | 1 - 190 MB | NPU
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- | ResNeXt101 | QNN_DLC | float | Qualcomm® QCS9075 | 9.977 ms | 3 - 5 MB | NPU
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- | ResNeXt101 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 9.874 ms | 0 - 312 MB | NPU
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- | ResNeXt101 | QNN_DLC | float | Qualcomm® SA7255P | 36.113 ms | 1 - 203 MB | NPU
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- | ResNeXt101 | QNN_DLC | float | Qualcomm® SA8295P | 10.903 ms | 1 - 140 MB | NPU
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- | ResNeXt101 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.984 ms | 1 - 189 MB | NPU
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- | ResNeXt101 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.111 ms | 0 - 193 MB | NPU
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- | ResNeXt101 | QNN_DLC | w8a8 | Snapdragon® X Elite | 3.062 ms | 0 - 0 MB | NPU
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- | ResNeXt101 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.125 ms | 0 - 252 MB | NPU
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- | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 9.111 ms | 2 - 4 MB | NPU
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- | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 6.538 ms | 0 - 206 MB | NPU
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- | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 2.85 ms | 0 - 2 MB | NPU
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- | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 3.469 ms | 0 - 208 MB | NPU
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- | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 3.118 ms | 0 - 2 MB | NPU
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- | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 26.699 ms | 0 - 368 MB | NPU
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- | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 3.877 ms | 0 - 251 MB | NPU
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- | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 6.538 ms | 0 - 206 MB | NPU
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- | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 4.239 ms | 0 - 210 MB | NPU
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- | ResNeXt101 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 1.808 ms | 0 - 204 MB | NPU
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- | ResNeXt101 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 4.088 ms | 0 - 245 MB | NPU
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- | ResNeXt101 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.497 ms | 0 - 210 MB | NPU
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- | ResNeXt101 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4.673 ms | 0 - 562 MB | NPU
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- | ResNeXt101 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 35.918 ms | 0 - 397 MB | NPU
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- | ResNeXt101 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 6.91 ms | 0 - 3 MB | NPU
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- | ResNeXt101 | TFLITE | float | Qualcomm® SA8775P | 10.374 ms | 0 - 408 MB | NPU
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- | ResNeXt101 | TFLITE | float | Qualcomm® QCS9075 | 10.026 ms | 0 - 174 MB | NPU
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- | ResNeXt101 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 9.84 ms | 0 - 517 MB | NPU
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- | ResNeXt101 | TFLITE | float | Qualcomm® SA7255P | 35.918 ms | 0 - 397 MB | NPU
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- | ResNeXt101 | TFLITE | float | Qualcomm® SA8295P | 10.865 ms | 0 - 342 MB | NPU
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- | ResNeXt101 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.917 ms | 0 - 385 MB | NPU
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- | ResNeXt101 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.105 ms | 0 - 395 MB | NPU
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- | ResNeXt101 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.971 ms | 0 - 242 MB | NPU
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- | ResNeXt101 | TFLITE | w8a8 | Qualcomm® QCS6490 | 8.997 ms | 0 - 88 MB | NPU
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- | ResNeXt101 | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 6.265 ms | 0 - 218 MB | NPU
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- | ResNeXt101 | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 2.647 ms | 0 - 3 MB | NPU
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- | ResNeXt101 | TFLITE | w8a8 | Qualcomm® SA8775P | 3.285 ms | 0 - 219 MB | NPU
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- | ResNeXt101 | TFLITE | w8a8 | Qualcomm® QCS9075 | 2.926 ms | 0 - 89 MB | NPU
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- | ResNeXt101 | TFLITE | w8a8 | Qualcomm® QCM6690 | 24.894 ms | 0 - 363 MB | NPU
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- | ResNeXt101 | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 3.873 ms | 0 - 253 MB | NPU
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- | ResNeXt101 | TFLITE | w8a8 | Qualcomm® SA7255P | 6.265 ms | 0 - 218 MB | NPU
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- | ResNeXt101 | TFLITE | w8a8 | Qualcomm® SA8295P | 4.065 ms | 0 - 219 MB | NPU
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- | ResNeXt101 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 1.774 ms | 0 - 203 MB | NPU
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- | ResNeXt101 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 3.981 ms | 0 - 294 MB | NPU
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- | ResNeXt101 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.447 ms | 0 - 213 MB | NPU
 
 
 
 
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  ## License
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  * The license for the original implementation of ResNeXt101 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/resnext101/releases/v0.47.0/resnext101-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/resnext101/releases/v0.47.0/resnext101-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/resnext101/releases/v0.47.0/resnext101-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/resnext101/releases/v0.47.0/resnext101-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/resnext101/releases/v0.47.0/resnext101-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/resnext101/releases/v0.47.0/resnext101-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[ResNeXt101 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnext101)**.
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64
  ## Performance Summary
65
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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+ | ResNeXt101 | ONNX | float | Snapdragon® X Elite | 6.733 ms | 172 - 172 MB | NPU
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+ | ResNeXt101 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 4.532 ms | 73 - 457 MB | NPU
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+ | ResNeXt101 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 6.6 ms | 1 - 5 MB | NPU
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+ | ResNeXt101 | ONNX | float | Qualcomm® QCS9075 | 9.735 ms | 0 - 4 MB | NPU
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+ | ResNeXt101 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.875 ms | 0 - 175 MB | NPU
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+ | ResNeXt101 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.043 ms | 1 - 203 MB | NPU
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+ | ResNeXt101 | ONNX | float | Snapdragon® X2 Elite | 3.101 ms | 173 - 173 MB | NPU
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+ | ResNeXt101 | ONNX | w8a8 | Snapdragon® X Elite | 3.13 ms | 87 - 87 MB | NPU
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+ | ResNeXt101 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.144 ms | 0 - 258 MB | NPU
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+ | ResNeXt101 | ONNX | w8a8 | Qualcomm® QCS6490 | 113.168 ms | 8 - 43 MB | CPU
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+ | ResNeXt101 | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 2.924 ms | 0 - 100 MB | NPU
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+ | ResNeXt101 | ONNX | w8a8 | Qualcomm® QCS9075 | 3.143 ms | 0 - 3 MB | NPU
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+ | ResNeXt101 | ONNX | w8a8 | Qualcomm® QCM6690 | 73.293 ms | 0 - 12 MB | CPU
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+ | ResNeXt101 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 1.87 ms | 0 - 219 MB | NPU
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+ | ResNeXt101 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 67.91 ms | 0 - 12 MB | CPU
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+ | ResNeXt101 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.563 ms | 0 - 215 MB | NPU
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+ | ResNeXt101 | ONNX | w8a8 | Snapdragon® X2 Elite | 1.396 ms | 87 - 87 MB | NPU
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+ | ResNeXt101 | QNN_DLC | float | Snapdragon® X Elite | 6.934 ms | 1 - 1 MB | NPU
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+ | ResNeXt101 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 4.65 ms | 0 - 368 MB | NPU
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+ | ResNeXt101 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 35.92 ms | 1 - 191 MB | NPU
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+ | ResNeXt101 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 6.776 ms | 1 - 3 MB | NPU
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+ | ResNeXt101 | QNN_DLC | float | Qualcomm® SA8775P | 45.041 ms | 1 - 203 MB | NPU
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+ | ResNeXt101 | QNN_DLC | float | Qualcomm® QCS9075 | 10.003 ms | 1 - 3 MB | NPU
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+ | ResNeXt101 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 9.895 ms | 0 - 313 MB | NPU
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+ | ResNeXt101 | QNN_DLC | float | Qualcomm® SA7255P | 35.92 ms | 1 - 191 MB | NPU
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+ | ResNeXt101 | QNN_DLC | float | Qualcomm® SA8295P | 10.896 ms | 1 - 140 MB | NPU
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+ | ResNeXt101 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.975 ms | 0 - 189 MB | NPU
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+ | ResNeXt101 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.081 ms | 0 - 192 MB | NPU
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+ | ResNeXt101 | QNN_DLC | float | Snapdragon® X2 Elite | 3.686 ms | 1 - 1 MB | NPU
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+ | ResNeXt101 | QNN_DLC | w8a8 | Snapdragon® X Elite | 3.076 ms | 0 - 0 MB | NPU
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+ | ResNeXt101 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.121 ms | 0 - 253 MB | NPU
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+ | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 9.316 ms | 0 - 2 MB | NPU
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+ | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 6.52 ms | 0 - 206 MB | NPU
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+ | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 2.838 ms | 0 - 2 MB | NPU
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+ | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 3.514 ms | 0 - 208 MB | NPU
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+ | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 3.129 ms | 2 - 4 MB | NPU
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+ | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 33.196 ms | 0 - 370 MB | NPU
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+ | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 3.897 ms | 0 - 252 MB | NPU
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+ | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 6.52 ms | 0 - 206 MB | NPU
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+ | ResNeXt101 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 4.243 ms | 0 - 209 MB | NPU
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+ | ResNeXt101 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 1.817 ms | 0 - 205 MB | NPU
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+ | ResNeXt101 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 4.062 ms | 0 - 239 MB | NPU
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+ | ResNeXt101 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.512 ms | 0 - 210 MB | NPU
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+ | ResNeXt101 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 1.696 ms | 1 - 1 MB | NPU
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+ | ResNeXt101 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4.615 ms | 0 - 571 MB | NPU
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+ | ResNeXt101 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 35.89 ms | 0 - 396 MB | NPU
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+ | ResNeXt101 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 6.891 ms | 0 - 3 MB | NPU
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+ | ResNeXt101 | TFLITE | float | Qualcomm® SA8775P | 10.283 ms | 0 - 396 MB | NPU
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+ | ResNeXt101 | TFLITE | float | Qualcomm® QCS9075 | 10.033 ms | 0 - 174 MB | NPU
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+ | ResNeXt101 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 9.811 ms | 0 - 510 MB | NPU
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+ | ResNeXt101 | TFLITE | float | Qualcomm® SA7255P | 35.89 ms | 0 - 396 MB | NPU
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+ | ResNeXt101 | TFLITE | float | Qualcomm® SA8295P | 10.967 ms | 0 - 336 MB | NPU
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+ | ResNeXt101 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.953 ms | 0 - 398 MB | NPU
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+ | ResNeXt101 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.102 ms | 0 - 401 MB | NPU
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+ | ResNeXt101 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.976 ms | 0 - 245 MB | NPU
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+ | ResNeXt101 | TFLITE | w8a8 | Qualcomm® QCS6490 | 8.858 ms | 0 - 88 MB | NPU
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+ | ResNeXt101 | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 6.313 ms | 0 - 210 MB | NPU
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+ | ResNeXt101 | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 2.677 ms | 0 - 2 MB | NPU
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+ | ResNeXt101 | TFLITE | w8a8 | Qualcomm® SA8775P | 3.361 ms | 0 - 210 MB | NPU
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+ | ResNeXt101 | TFLITE | w8a8 | Qualcomm® QCS9075 | 2.953 ms | 0 - 89 MB | NPU
127
+ | ResNeXt101 | TFLITE | w8a8 | Qualcomm® QCM6690 | 30.629 ms | 0 - 369 MB | NPU
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+ | ResNeXt101 | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 3.744 ms | 0 - 250 MB | NPU
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+ | ResNeXt101 | TFLITE | w8a8 | Qualcomm® SA7255P | 6.313 ms | 0 - 210 MB | NPU
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+ | ResNeXt101 | TFLITE | w8a8 | Qualcomm® SA8295P | 4.108 ms | 0 - 212 MB | NPU
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+ | ResNeXt101 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 1.772 ms | 0 - 206 MB | NPU
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+ | ResNeXt101 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 3.959 ms | 0 - 225 MB | NPU
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+ | ResNeXt101 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.485 ms | 0 - 209 MB | NPU
134
 
135
  ## License
136
  * The license for the original implementation of ResNeXt101 can be found