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MobileNet-v3-Large

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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 +59 -55
README.md CHANGED
@@ -30,11 +30,11 @@ 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/mobilenet_v3_large/releases/v0.46.0/mobilenet_v3_large-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/mobilenet_v3_large/releases/v0.46.0/mobilenet_v3_large-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/mobilenet_v3_large/releases/v0.46.0/mobilenet_v3_large-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/mobilenet_v3_large/releases/v0.46.0/mobilenet_v3_large-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/mobilenet_v3_large/releases/v0.46.0/mobilenet_v3_large-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[MobileNet-v3-Large on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mobilenet_v3_large)**.
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@@ -64,56 +64,60 @@ See our repository for [MobileNet-v3-Large on GitHub](https://github.com/quic/ai
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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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- | MobileNet-v3-Large | ONNX | float | Snapdragon® X Elite | 0.826 ms | 13 - 13 MB | NPU
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- | MobileNet-v3-Large | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.682 ms | 0 - 123 MB | NPU
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- | MobileNet-v3-Large | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.901 ms | 0 - 25 MB | NPU
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- | MobileNet-v3-Large | ONNX | float | Qualcomm® QCS9075 | 1.257 ms | 1 - 3 MB | NPU
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- | MobileNet-v3-Large | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.528 ms | 0 - 103 MB | NPU
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- | MobileNet-v3-Large | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.479 ms | 0 - 104 MB | NPU
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- | MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® X Elite | 0.824 ms | 6 - 6 MB | NPU
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- | MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.674 ms | 0 - 127 MB | NPU
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- | MobileNet-v3-Large | ONNX | w8a16 | Qualcomm® QCS6490 | 55.392 ms | 21 - 26 MB | CPU
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- | MobileNet-v3-Large | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.918 ms | 0 - 9 MB | NPU
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- | MobileNet-v3-Large | ONNX | w8a16 | Qualcomm® QCS9075 | 1.003 ms | 0 - 3 MB | NPU
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- | MobileNet-v3-Large | ONNX | w8a16 | Qualcomm® QCM6690 | 30.839 ms | 24 - 33 MB | CPU
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- | MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.483 ms | 0 - 109 MB | NPU
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- | MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 21.181 ms | 24 - 32 MB | CPU
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- | MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.397 ms | 0 - 107 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | float | Snapdragon® X Elite | 1.183 ms | 1 - 1 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.683 ms | 0 - 54 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 2.975 ms | 1 - 35 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.003 ms | 1 - 2 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | float | Qualcomm® SA8775P | 1.346 ms | 1 - 37 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | float | Qualcomm® QCS9075 | 1.227 ms | 1 - 3 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1.924 ms | 0 - 58 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | float | Qualcomm® SA7255P | 2.975 ms | 1 - 35 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | float | Qualcomm® SA8295P | 1.823 ms | 0 - 35 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.523 ms | 0 - 39 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.424 ms | 1 - 40 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.115 ms | 0 - 0 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.659 ms | 0 - 47 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 2.7 ms | 2 - 4 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 2.077 ms | 0 - 34 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.941 ms | 0 - 7 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® SA8775P | 1.15 ms | 0 - 35 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 1.163 ms | 2 - 4 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 4.074 ms | 0 - 146 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 1.244 ms | 0 - 52 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® SA7255P | 2.077 ms | 0 - 34 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.542 ms | 0 - 31 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.456 ms | 0 - 31 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.992 ms | 0 - 31 MB | NPU
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- | MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.363 ms | 0 - 35 MB | NPU
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- | MobileNet-v3-Large | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.682 ms | 0 - 61 MB | NPU
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- | MobileNet-v3-Large | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 3.053 ms | 0 - 40 MB | NPU
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- | MobileNet-v3-Large | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.011 ms | 0 - 2 MB | NPU
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- | MobileNet-v3-Large | TFLITE | float | Qualcomm® SA8775P | 1.384 ms | 0 - 43 MB | NPU
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- | MobileNet-v3-Large | TFLITE | float | Qualcomm® QCS9075 | 1.275 ms | 0 - 15 MB | NPU
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- | MobileNet-v3-Large | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1.922 ms | 0 - 64 MB | NPU
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- | MobileNet-v3-Large | TFLITE | float | Qualcomm® SA7255P | 3.053 ms | 0 - 40 MB | NPU
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- | MobileNet-v3-Large | TFLITE | float | Qualcomm® SA8295P | 1.842 ms | 0 - 40 MB | NPU
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- | MobileNet-v3-Large | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.52 ms | 0 - 40 MB | NPU
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- | MobileNet-v3-Large | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.43 ms | 0 - 45 MB | NPU
 
 
 
 
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  ## License
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  * The license for the original implementation of MobileNet-v3-Large 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/mobilenet_v3_large/releases/v0.47.0/mobilenet_v3_large-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/mobilenet_v3_large/releases/v0.47.0/mobilenet_v3_large-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/mobilenet_v3_large/releases/v0.47.0/mobilenet_v3_large-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/mobilenet_v3_large/releases/v0.47.0/mobilenet_v3_large-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/mobilenet_v3_large/releases/v0.47.0/mobilenet_v3_large-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[MobileNet-v3-Large on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mobilenet_v3_large)**.
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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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+ | MobileNet-v3-Large | ONNX | float | Snapdragon® X Elite | 0.864 ms | 12 - 12 MB | NPU
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+ | MobileNet-v3-Large | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.497 ms | 0 - 58 MB | NPU
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+ | MobileNet-v3-Large | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.711 ms | 1 - 2 MB | NPU
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+ | MobileNet-v3-Large | ONNX | float | Qualcomm® QCS9075 | 1.004 ms | 1 - 3 MB | NPU
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+ | MobileNet-v3-Large | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.401 ms | 0 - 34 MB | NPU
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+ | MobileNet-v3-Large | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.357 ms | 0 - 37 MB | NPU
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+ | MobileNet-v3-Large | ONNX | float | Snapdragon® X2 Elite | 0.336 ms | 13 - 13 MB | NPU
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+ | MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® X Elite | 0.849 ms | 6 - 6 MB | NPU
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+ | MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.476 ms | 0 - 57 MB | NPU
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+ | MobileNet-v3-Large | ONNX | w8a16 | Qualcomm® QCS6490 | 54.676 ms | 27 - 31 MB | CPU
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+ | MobileNet-v3-Large | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.682 ms | 0 - 36 MB | NPU
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+ | MobileNet-v3-Large | ONNX | w8a16 | Qualcomm® QCS9075 | 0.862 ms | 0 - 3 MB | NPU
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+ | MobileNet-v3-Large | ONNX | w8a16 | Qualcomm® QCM6690 | 20.309 ms | 23 - 32 MB | CPU
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+ | MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.368 ms | 0 - 36 MB | NPU
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+ | MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 14.503 ms | 24 - 33 MB | CPU
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+ | MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.292 ms | 0 - 41 MB | NPU
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+ | MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® X2 Elite | 0.319 ms | 6 - 6 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | float | Snapdragon® X Elite | 1.215 ms | 1 - 1 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.686 ms | 0 - 54 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 2.985 ms | 0 - 35 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.045 ms | 1 - 2 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | float | Qualcomm® SA8775P | 1.39 ms | 0 - 37 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | float | Qualcomm® QCS9075 | 1.224 ms | 1 - 3 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1.906 ms | 0 - 58 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | float | Qualcomm® SA7255P | 2.985 ms | 0 - 35 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | float | Qualcomm® SA8295P | 1.869 ms | 0 - 35 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.527 ms | 1 - 40 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.443 ms | 1 - 40 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | float | Snapdragon® X2 Elite | 0.598 ms | 1 - 1 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.098 ms | 0 - 0 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.655 ms | 0 - 48 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 2.675 ms | 0 - 2 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 2.084 ms | 0 - 32 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.929 ms | 0 - 2 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® SA8775P | 1.161 ms | 0 - 36 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 1.165 ms | 0 - 2 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 4.047 ms | 0 - 147 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 1.231 ms | 0 - 51 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® SA7255P | 2.084 ms | 0 - 32 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.647 ms | 0 - 32 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.46 ms | 0 - 35 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.988 ms | 0 - 32 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.371 ms | 0 - 35 MB | NPU
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+ | MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.531 ms | 0 - 0 MB | NPU
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+ | MobileNet-v3-Large | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.703 ms | 0 - 61 MB | NPU
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+ | MobileNet-v3-Large | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 3.052 ms | 0 - 40 MB | NPU
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+ | MobileNet-v3-Large | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.061 ms | 0 - 7 MB | NPU
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+ | MobileNet-v3-Large | TFLITE | float | Qualcomm® SA8775P | 1.424 ms | 0 - 43 MB | NPU
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+ | MobileNet-v3-Large | TFLITE | float | Qualcomm® QCS9075 | 1.273 ms | 0 - 15 MB | NPU
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+ | MobileNet-v3-Large | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1.935 ms | 0 - 64 MB | NPU
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+ | MobileNet-v3-Large | TFLITE | float | Qualcomm® SA7255P | 3.052 ms | 0 - 40 MB | NPU
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+ | MobileNet-v3-Large | TFLITE | float | Qualcomm® SA8295P | 1.881 ms | 0 - 41 MB | NPU
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+ | MobileNet-v3-Large | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.534 ms | 0 - 45 MB | NPU
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+ | MobileNet-v3-Large | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.443 ms | 0 - 45 MB | NPU
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  ## License
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  * The license for the original implementation of MobileNet-v3-Large can be found