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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
@@ -28,12 +28,12 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.46.0/deeplab_xception-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/deeplab_xception/releases/v0.46.0/deeplab_xception-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/deeplab_xception/releases/v0.46.0/deeplab_xception-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/deeplab_xception/releases/v0.46.0/deeplab_xception-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/deeplab_xception/releases/v0.46.0/deeplab_xception-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/deeplab_xception/releases/v0.46.0/deeplab_xception-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[DeepLabXception on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/deeplab_xception)**.
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@@ -63,69 +63,73 @@ See our repository for [DeepLabXception on GitHub](https://github.com/quic/ai-hu
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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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- | DeepLabXception | ONNX | float | Snapdragon® X Elite | 21.791 ms | 86 - 86 MB | NPU
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- | DeepLabXception | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 15.806 ms | 3 - 304 MB | NPU
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- | DeepLabXception | ONNX | float | Qualcomm® QCS8550 (Proxy) | 20.959 ms | 0 - 96 MB | NPU
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- | DeepLabXception | ONNX | float | Qualcomm® QCS9075 | 32.676 ms | 3 - 8 MB | NPU
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- | DeepLabXception | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 12.183 ms | 2 - 185 MB | NPU
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- | DeepLabXception | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.236 ms | 0 - 198 MB | NPU
 
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  | DeepLabXception | ONNX | w8a8 | Snapdragon® X Elite | 8.003 ms | 44 - 44 MB | NPU
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- | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.35 ms | 0 - 337 MB | NPU
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- | DeepLabXception | ONNX | w8a8 | Qualcomm® QCS6490 | 310.74 ms | 89 - 122 MB | CPU
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- | DeepLabXception | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 7.601 ms | 0 - 51 MB | NPU
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- | DeepLabXception | ONNX | w8a8 | Qualcomm® QCS9075 | 7.881 ms | 0 - 4 MB | NPU
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- | DeepLabXception | ONNX | w8a8 | Qualcomm® QCM6690 | 242.805 ms | 57 - 71 MB | CPU
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- | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 4.337 ms | 0 - 233 MB | NPU
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- | DeepLabXception | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 227.823 ms | 91 - 103 MB | CPU
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- | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.299 ms | 0 - 237 MB | NPU
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- | DeepLabXception | QNN_DLC | float | Snapdragon® X Elite | 22.787 ms | 3 - 3 MB | NPU
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- | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 16.092 ms | 0 - 366 MB | NPU
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- | DeepLabXception | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 113.009 ms | 1 - 245 MB | NPU
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- | DeepLabXception | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 22.013 ms | 3 - 6 MB | NPU
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- | DeepLabXception | QNN_DLC | float | Qualcomm® SA8775P | 30.552 ms | 2 - 246 MB | NPU
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- | DeepLabXception | QNN_DLC | float | Qualcomm® QCS9075 | 35.61 ms | 5 - 10 MB | NPU
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- | DeepLabXception | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 46.253 ms | 0 - 361 MB | NPU
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- | DeepLabXception | QNN_DLC | float | Qualcomm® SA7255P | 113.009 ms | 1 - 245 MB | NPU
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- | DeepLabXception | QNN_DLC | float | Qualcomm® SA8295P | 38.823 ms | 0 - 242 MB | NPU
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- | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 12.132 ms | 0 - 249 MB | NPU
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- | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.141 ms | 3 - 258 MB | NPU
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- | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® X Elite | 8.561 ms | 1 - 1 MB | NPU
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- | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.614 ms | 1 - 373 MB | NPU
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- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 33.905 ms | 1 - 3 MB | NPU
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- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 20.273 ms | 1 - 283 MB | NPU
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- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 7.903 ms | 1 - 3 MB | NPU
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- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8775P | 8.061 ms | 1 - 285 MB | NPU
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- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 8.573 ms | 1 - 3 MB | NPU
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- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 121.023 ms | 1 - 307 MB | NPU
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- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 14.214 ms | 1 - 367 MB | NPU
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- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA7255P | 20.273 ms | 1 - 283 MB | NPU
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- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8295P | 12.638 ms | 1 - 275 MB | NPU
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- | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 4.411 ms | 1 - 273 MB | NPU
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- | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 13.07 ms | 1 - 277 MB | NPU
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- | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.297 ms | 1 - 274 MB | NPU
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- | DeepLabXception | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.101 ms | 0 - 483 MB | NPU
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- | DeepLabXception | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 113.095 ms | 0 - 358 MB | NPU
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- | DeepLabXception | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 21.319 ms | 0 - 3 MB | NPU
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- | DeepLabXception | TFLITE | float | Qualcomm® SA8775P | 30.518 ms | 0 - 358 MB | NPU
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- | DeepLabXception | TFLITE | float | Qualcomm® QCS9075 | 35.068 ms | 0 - 93 MB | NPU
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- | DeepLabXception | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 46.083 ms | 0 - 471 MB | NPU
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- | DeepLabXception | TFLITE | float | Qualcomm® SA7255P | 113.095 ms | 0 - 358 MB | NPU
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- | DeepLabXception | TFLITE | float | Qualcomm® SA8295P | 38.54 ms | 0 - 349 MB | NPU
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- | DeepLabXception | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 12.23 ms | 0 - 369 MB | NPU
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- | DeepLabXception | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.127 ms | 0 - 370 MB | NPU
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- | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.024 ms | 0 - 373 MB | NPU
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- | DeepLabXception | TFLITE | w8a8 | Qualcomm® QCS6490 | 31.912 ms | 0 - 58 MB | NPU
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- | DeepLabXception | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 19.046 ms | 0 - 282 MB | NPU
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- | DeepLabXception | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 6.974 ms | 0 - 3 MB | NPU
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- | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8775P | 7.236 ms | 0 - 284 MB | NPU
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- | DeepLabXception | TFLITE | w8a8 | Qualcomm® QCS9075 | 7.448 ms | 0 - 47 MB | NPU
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- | DeepLabXception | TFLITE | w8a8 | Qualcomm® QCM6690 | 122.599 ms | 0 - 294 MB | NPU
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- | DeepLabXception | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 12.47 ms | 0 - 362 MB | NPU
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- | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA7255P | 19.046 ms | 0 - 282 MB | NPU
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- | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8295P | 11.577 ms | 0 - 275 MB | NPU
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- | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 3.939 ms | 0 - 274 MB | NPU
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- | DeepLabXception | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 11.535 ms | 0 - 266 MB | NPU
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- | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.911 ms | 0 - 269 MB | NPU
 
 
 
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  ## License
131
  * The license for the original implementation of DeepLabXception 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/deeplab_xception/releases/v0.47.0/deeplab_xception-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/deeplab_xception/releases/v0.47.0/deeplab_xception-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/deeplab_xception/releases/v0.47.0/deeplab_xception-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/deeplab_xception/releases/v0.47.0/deeplab_xception-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/deeplab_xception/releases/v0.47.0/deeplab_xception-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/deeplab_xception/releases/v0.47.0/deeplab_xception-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[DeepLabXception on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/deeplab_xception)**.
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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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+ | DeepLabXception | ONNX | float | Snapdragon® X Elite | 22.73 ms | 85 - 85 MB | NPU
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+ | DeepLabXception | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 16.834 ms | 0 - 366 MB | NPU
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+ | DeepLabXception | ONNX | float | Qualcomm® QCS8550 (Proxy) | 22.198 ms | 0 - 95 MB | NPU
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+ | DeepLabXception | ONNX | float | Qualcomm® QCS9075 | 31.778 ms | 3 - 8 MB | NPU
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+ | DeepLabXception | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 13.178 ms | 1 - 252 MB | NPU
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+ | DeepLabXception | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.733 ms | 3 - 255 MB | NPU
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+ | DeepLabXception | ONNX | float | Snapdragon® X2 Elite | 10.394 ms | 86 - 86 MB | NPU
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  | DeepLabXception | ONNX | w8a8 | Snapdragon® X Elite | 8.003 ms | 44 - 44 MB | NPU
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+ | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.259 ms | 0 - 388 MB | NPU
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+ | DeepLabXception | ONNX | w8a8 | Qualcomm® QCS6490 | 316.797 ms | 92 - 118 MB | CPU
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+ | DeepLabXception | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 7.474 ms | 0 - 87 MB | NPU
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+ | DeepLabXception | ONNX | w8a8 | Qualcomm® QCS9075 | 7.614 ms | 0 - 4 MB | NPU
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+ | DeepLabXception | ONNX | w8a8 | Qualcomm® QCM6690 | 244.493 ms | 90 - 102 MB | CPU
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+ | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 4.216 ms | 1 - 289 MB | NPU
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+ | DeepLabXception | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 229.605 ms | 89 - 102 MB | CPU
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+ | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.06 ms | 0 - 292 MB | NPU
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+ | DeepLabXception | ONNX | w8a8 | Snapdragon® X2 Elite | 3.353 ms | 44 - 44 MB | NPU
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+ | DeepLabXception | QNN_DLC | float | Snapdragon® X Elite | 22.747 ms | 3 - 3 MB | NPU
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+ | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 16.101 ms | 3 - 369 MB | NPU
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+ | DeepLabXception | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 113.153 ms | 1 - 244 MB | NPU
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+ | DeepLabXception | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 22.063 ms | 3 - 5 MB | NPU
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+ | DeepLabXception | QNN_DLC | float | Qualcomm® SA8775P | 30.583 ms | 1 - 244 MB | NPU
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+ | DeepLabXception | QNN_DLC | float | Qualcomm® QCS9075 | 35.913 ms | 5 - 10 MB | NPU
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+ | DeepLabXception | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 46.424 ms | 0 - 362 MB | NPU
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+ | DeepLabXception | QNN_DLC | float | Qualcomm® SA7255P | 113.153 ms | 1 - 244 MB | NPU
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+ | DeepLabXception | QNN_DLC | float | Qualcomm® SA8295P | 38.871 ms | 0 - 242 MB | NPU
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+ | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 12.144 ms | 3 - 252 MB | NPU
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+ | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.212 ms | 3 - 256 MB | NPU
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+ | DeepLabXception | QNN_DLC | float | Snapdragon® X2 Elite | 11.197 ms | 3 - 3 MB | NPU
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+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® X Elite | 8.555 ms | 1 - 1 MB | NPU
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+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.549 ms | 1 - 375 MB | NPU
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+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 33.63 ms | 1 - 3 MB | NPU
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+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 20.332 ms | 1 - 281 MB | NPU
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+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 7.917 ms | 1 - 3 MB | NPU
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+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8775P | 8.102 ms | 1 - 284 MB | NPU
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+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 8.586 ms | 3 - 5 MB | NPU
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+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 118.645 ms | 1 - 303 MB | NPU
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+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 13.841 ms | 1 - 368 MB | NPU
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+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA7255P | 20.332 ms | 1 - 281 MB | NPU
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+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8295P | 12.677 ms | 1 - 277 MB | NPU
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+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 4.359 ms | 0 - 275 MB | NPU
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+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 12.88 ms | 1 - 277 MB | NPU
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+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.259 ms | 1 - 274 MB | NPU
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+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 3.887 ms | 1 - 1 MB | NPU
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+ | DeepLabXception | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.164 ms | 0 - 482 MB | NPU
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+ | DeepLabXception | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 113.255 ms | 0 - 358 MB | NPU
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+ | DeepLabXception | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 21.326 ms | 0 - 3 MB | NPU
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+ | DeepLabXception | TFLITE | float | Qualcomm® SA8775P | 30.569 ms | 0 - 359 MB | NPU
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+ | DeepLabXception | TFLITE | float | Qualcomm® QCS9075 | 35.093 ms | 0 - 93 MB | NPU
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+ | DeepLabXception | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 45.599 ms | 0 - 470 MB | NPU
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+ | DeepLabXception | TFLITE | float | Qualcomm® SA7255P | 113.255 ms | 0 - 358 MB | NPU
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+ | DeepLabXception | TFLITE | float | Qualcomm® SA8295P | 38.658 ms | 0 - 349 MB | NPU
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+ | DeepLabXception | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 12.201 ms | 0 - 367 MB | NPU
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+ | DeepLabXception | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.202 ms | 0 - 364 MB | NPU
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+ | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.961 ms | 0 - 372 MB | NPU
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+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® QCS6490 | 32.06 ms | 0 - 58 MB | NPU
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+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 18.898 ms | 0 - 285 MB | NPU
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+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 6.94 ms | 0 - 3 MB | NPU
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+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8775P | 7.239 ms | 0 - 285 MB | NPU
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+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® QCS9075 | 7.444 ms | 0 - 47 MB | NPU
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+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® QCM6690 | 114.998 ms | 0 - 295 MB | NPU
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+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 11.873 ms | 0 - 360 MB | NPU
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+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA7255P | 18.898 ms | 0 - 285 MB | NPU
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+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8295P | 11.545 ms | 0 - 274 MB | NPU
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+ | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 3.936 ms | 0 - 274 MB | NPU
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+ | DeepLabXception | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 11.295 ms | 0 - 270 MB | NPU
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+ | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.896 ms | 0 - 267 MB | NPU
133
 
134
  ## License
135
  * The license for the original implementation of DeepLabXception can be found