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MNASNet05

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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.

Files changed (1) hide show
  1. README.md +57 -53
README.md CHANGED
@@ -29,11 +29,11 @@ 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/mnasnet05/releases/v0.46.0/mnasnet05-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mnasnet05/releases/v0.46.0/mnasnet05-onnx-w8a16.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/mnasnet05/releases/v0.46.0/mnasnet05-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mnasnet05/releases/v0.46.0/mnasnet05-qnn_dlc-w8a16.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/mnasnet05/releases/v0.46.0/mnasnet05-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[MNASNet05 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mnasnet05)**.
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@@ -63,56 +63,60 @@ See our repository for [MNASNet05 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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- | MNASNet05 | ONNX | float | Snapdragon® X Elite | 0.617 ms | 5 - 5 MB | NPU
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- | MNASNet05 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.493 ms | 0 - 116 MB | NPU
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- | MNASNet05 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.691 ms | 0 - 12 MB | NPU
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- | MNASNet05 | ONNX | float | Qualcomm® QCS9075 | 0.97 ms | 1 - 3 MB | NPU
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- | MNASNet05 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.381 ms | 0 - 99 MB | NPU
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- | MNASNet05 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.317 ms | 1 - 99 MB | NPU
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- | MNASNet05 | ONNX | w8a16 | Snapdragon® X Elite | 0.645 ms | 2 - 2 MB | NPU
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- | MNASNet05 | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.521 ms | 0 - 111 MB | NPU
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- | MNASNet05 | ONNX | w8a16 | Qualcomm® QCS6490 | 29.306 ms | 8 - 11 MB | CPU
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- | MNASNet05 | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.705 ms | 0 - 44 MB | NPU
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- | MNASNet05 | ONNX | w8a16 | Qualcomm® QCS9075 | 0.899 ms | 0 - 3 MB | NPU
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- | MNASNet05 | ONNX | w8a16 | Qualcomm® QCM6690 | 18.804 ms | 9 - 16 MB | CPU
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- | MNASNet05 | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.368 ms | 0 - 100 MB | NPU
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- | MNASNet05 | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 13.001 ms | 9 - 16 MB | CPU
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- | MNASNet05 | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.329 ms | 0 - 100 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Snapdragon® X Elite | 0.916 ms | 1 - 1 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.516 ms | 0 - 46 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 2.318 ms | 1 - 30 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.775 ms | 1 - 2 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Qualcomm® SA8775P | 1.091 ms | 1 - 31 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Qualcomm® QCS9075 | 0.974 ms | 1 - 3 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1.579 ms | 0 - 48 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Qualcomm® SA7255P | 2.318 ms | 1 - 30 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Qualcomm® SA8295P | 1.416 ms | 0 - 28 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.379 ms | 0 - 33 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.291 ms | 1 - 33 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.924 ms | 0 - 0 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.53 ms | 0 - 37 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 2.225 ms | 2 - 4 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 1.665 ms | 0 - 26 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.785 ms | 0 - 2 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.096 ms | 0 - 27 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 0.925 ms | 0 - 2 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 3.052 ms | 0 - 138 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 0.958 ms | 0 - 39 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 1.665 ms | 0 - 26 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.235 ms | 0 - 23 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.361 ms | 0 - 25 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.785 ms | 0 - 24 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.29 ms | 0 - 29 MB | NPU
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- | MNASNet05 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.519 ms | 0 - 47 MB | NPU
 
 
 
 
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  | MNASNet05 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 2.331 ms | 0 - 30 MB | NPU
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- | MNASNet05 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 0.776 ms | 0 - 1 MB | NPU
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- | MNASNet05 | TFLITE | float | Qualcomm® SA8775P | 1.107 ms | 0 - 33 MB | NPU
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- | MNASNet05 | TFLITE | float | Qualcomm® QCS9075 | 0.978 ms | 0 - 8 MB | NPU
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- | MNASNet05 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1.581 ms | 0 - 49 MB | NPU
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  | MNASNet05 | TFLITE | float | Qualcomm® SA7255P | 2.331 ms | 0 - 30 MB | NPU
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- | MNASNet05 | TFLITE | float | Qualcomm® SA8295P | 1.432 ms | 0 - 29 MB | NPU
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- | MNASNet05 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.384 ms | 0 - 35 MB | NPU
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- | MNASNet05 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.29 ms | 0 - 34 MB | NPU
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  ## License
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  * The license for the original implementation of MNASNet05 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/mnasnet05/releases/v0.47.0/mnasnet05-onnx-float.zip)
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+ | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mnasnet05/releases/v0.47.0/mnasnet05-onnx-w8a16.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/mnasnet05/releases/v0.47.0/mnasnet05-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mnasnet05/releases/v0.47.0/mnasnet05-qnn_dlc-w8a16.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/mnasnet05/releases/v0.47.0/mnasnet05-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[MNASNet05 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mnasnet05)**.
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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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+ | MNASNet05 | ONNX | float | Snapdragon® X Elite | 0.61 ms | 5 - 5 MB | NPU
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+ | MNASNet05 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.336 ms | 0 - 48 MB | NPU
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+ | MNASNet05 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.487 ms | 0 - 3 MB | NPU
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+ | MNASNet05 | ONNX | float | Qualcomm® QCS9075 | 0.757 ms | 1 - 3 MB | NPU
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+ | MNASNet05 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.266 ms | 0 - 28 MB | NPU
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+ | MNASNet05 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.217 ms | 0 - 32 MB | NPU
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+ | MNASNet05 | ONNX | float | Snapdragon® X2 Elite | 0.233 ms | 5 - 5 MB | NPU
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+ | MNASNet05 | ONNX | w8a16 | Snapdragon® X Elite | 0.639 ms | 2 - 2 MB | NPU
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+ | MNASNet05 | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.344 ms | 0 - 39 MB | NPU
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+ | MNASNet05 | ONNX | w8a16 | Qualcomm® QCS6490 | 26.164 ms | 11 - 15 MB | CPU
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+ | MNASNet05 | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.515 ms | 0 - 7 MB | NPU
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+ | MNASNet05 | ONNX | w8a16 | Qualcomm® QCS9075 | 0.685 ms | 0 - 3 MB | NPU
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+ | MNASNet05 | ONNX | w8a16 | Qualcomm® QCM6690 | 10.478 ms | 10 - 18 MB | CPU
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+ | MNASNet05 | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.263 ms | 0 - 27 MB | NPU
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+ | MNASNet05 | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 7.765 ms | 13 - 21 MB | CPU
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+ | MNASNet05 | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.217 ms | 0 - 33 MB | NPU
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+ | MNASNet05 | ONNX | w8a16 | Snapdragon® X2 Elite | 0.226 ms | 0 - 0 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Snapdragon® X Elite | 0.98 ms | 1 - 1 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.525 ms | 0 - 47 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 2.33 ms | 1 - 30 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.82 ms | 1 - 2 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Qualcomm® SA8775P | 1.119 ms | 1 - 31 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Qualcomm® QCS9075 | 0.976 ms | 1 - 3 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1.572 ms | 0 - 48 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Qualcomm® SA7255P | 2.33 ms | 1 - 30 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Qualcomm® SA8295P | 1.412 ms | 0 - 28 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.4 ms | 0 - 29 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.303 ms | 1 - 33 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Snapdragon® X2 Elite | 0.498 ms | 1 - 1 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.931 ms | 0 - 0 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.526 ms | 0 - 36 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 2.258 ms | 2 - 4 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 1.654 ms | 0 - 27 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.789 ms | 0 - 2 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.179 ms | 0 - 26 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 0.924 ms | 0 - 2 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 3.042 ms | 0 - 138 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 0.952 ms | 0 - 37 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 1.654 ms | 0 - 27 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.25 ms | 0 - 23 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.36 ms | 0 - 25 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.793 ms | 0 - 24 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.294 ms | 0 - 28 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.419 ms | 0 - 0 MB | NPU
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+ | MNASNet05 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.528 ms | 0 - 47 MB | NPU
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  | MNASNet05 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 2.331 ms | 0 - 30 MB | NPU
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+ | MNASNet05 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 0.802 ms | 0 - 2 MB | NPU
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+ | MNASNet05 | TFLITE | float | Qualcomm® SA8775P | 1.141 ms | 0 - 32 MB | NPU
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+ | MNASNet05 | TFLITE | float | Qualcomm® QCS9075 | 0.985 ms | 0 - 8 MB | NPU
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+ | MNASNet05 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1.573 ms | 0 - 50 MB | NPU
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  | MNASNet05 | TFLITE | float | Qualcomm® SA7255P | 2.331 ms | 0 - 30 MB | NPU
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+ | MNASNet05 | TFLITE | float | Qualcomm® SA8295P | 1.453 ms | 0 - 29 MB | NPU
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+ | MNASNet05 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.399 ms | 0 - 30 MB | NPU
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+ | MNASNet05 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.306 ms | 0 - 35 MB | NPU
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  ## License
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  * The license for the original implementation of MNASNet05 can be found