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MobileNet-v3-Small

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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 +49 -46
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_small/releases/v0.46.0/mobilenet_v3_small-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_small/releases/v0.46.0/mobilenet_v3_small-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_small/releases/v0.46.0/mobilenet_v3_small-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_small/releases/v0.46.0/mobilenet_v3_small-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_small/releases/v0.46.0/mobilenet_v3_small-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[MobileNet-v3-Small on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mobilenet_v3_small)**.
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@@ -63,47 +63,50 @@ See our repository for [MobileNet-v3-Small 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-Small | ONNX | float | Snapdragon® X Elite | 0.676 ms | 5 - 5 MB | NPU
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- | MobileNet-v3-Small | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.515 ms | 0 - 111 MB | NPU
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- | MobileNet-v3-Small | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.741 ms | 0 - 8 MB | NPU
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- | MobileNet-v3-Small | ONNX | float | Qualcomm® QCS9075 | 1.014 ms | 1 - 3 MB | NPU
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- | MobileNet-v3-Small | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.398 ms | 0 - 101 MB | NPU
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- | MobileNet-v3-Small | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.346 ms | 0 - 100 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® X Elite | 0.977 ms | 1 - 1 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.556 ms | 0 - 46 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 2.099 ms | 1 - 31 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.828 ms | 1 - 2 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA8775P | 1.102 ms | 1 - 32 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS9075 | 0.986 ms | 3 - 5 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1.601 ms | 0 - 47 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA7255P | 2.099 ms | 1 - 31 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA8295P | 1.464 ms | 0 - 29 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.405 ms | 1 - 31 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.325 ms | 1 - 34 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.955 ms | 0 - 0 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.544 ms | 0 - 37 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 2.28 ms | 0 - 2 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 1.717 ms | 0 - 26 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.798 ms | 0 - 15 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA8775P | 0.994 ms | 0 - 27 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 0.963 ms | 0 - 2 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 2.799 ms | 0 - 140 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 0.991 ms | 0 - 39 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA7255P | 1.717 ms | 0 - 26 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.335 ms | 0 - 23 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.375 ms | 0 - 24 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.804 ms | 0 - 25 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.313 ms | 0 - 28 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.557 ms | 0 - 46 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 2.144 ms | 0 - 31 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 0.84 ms | 0 - 2 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Qualcomm® SA8775P | 1.145 ms | 0 - 34 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS9075 | 1.011 ms | 0 - 8 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1.614 ms | 0 - 48 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Qualcomm® SA7255P | 2.144 ms | 0 - 31 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Qualcomm® SA8295P | 1.485 ms | 0 - 30 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.435 ms | 0 - 36 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.331 ms | 0 - 36 MB | NPU
 
 
 
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  ## License
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  * The license for the original implementation of MobileNet-v3-Small 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_small/releases/v0.47.0/mobilenet_v3_small-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_small/releases/v0.47.0/mobilenet_v3_small-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_small/releases/v0.47.0/mobilenet_v3_small-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_small/releases/v0.47.0/mobilenet_v3_small-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_small/releases/v0.47.0/mobilenet_v3_small-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[MobileNet-v3-Small on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mobilenet_v3_small)**.
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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-Small | ONNX | float | Snapdragon® X Elite | 0.669 ms | 5 - 5 MB | NPU
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+ | MobileNet-v3-Small | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.355 ms | 0 - 45 MB | NPU
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+ | MobileNet-v3-Small | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.541 ms | 0 - 8 MB | NPU
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+ | MobileNet-v3-Small | ONNX | float | Qualcomm® QCS9075 | 0.767 ms | 1 - 3 MB | NPU
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+ | MobileNet-v3-Small | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.285 ms | 0 - 29 MB | NPU
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+ | MobileNet-v3-Small | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.244 ms | 0 - 33 MB | NPU
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+ | MobileNet-v3-Small | ONNX | float | Snapdragon® X2 Elite | 0.251 ms | 5 - 5 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® X Elite | 1.012 ms | 1 - 1 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.557 ms | 0 - 46 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 2.114 ms | 1 - 30 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.845 ms | 1 - 2 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA8775P | 1.148 ms | 0 - 32 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS9075 | 0.991 ms | 1 - 3 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1.587 ms | 0 - 47 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA7255P | 2.114 ms | 1 - 30 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA8295P | 1.497 ms | 0 - 29 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.427 ms | 0 - 30 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.324 ms | 1 - 34 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® X2 Elite | 0.452 ms | 1 - 1 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.989 ms | 0 - 0 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.556 ms | 0 - 37 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 2.276 ms | 0 - 2 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 1.7 ms | 0 - 25 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.804 ms | 0 - 2 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.299 ms | 0 - 26 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 0.976 ms | 0 - 2 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 2.812 ms | 0 - 140 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 0.986 ms | 0 - 40 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA7255P | 1.7 ms | 0 - 25 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.369 ms | 0 - 23 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.374 ms | 0 - 29 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.791 ms | 0 - 25 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.307 ms | 0 - 28 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.453 ms | 0 - 0 MB | NPU
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+ | MobileNet-v3-Small | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.562 ms | 0 - 46 MB | NPU
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+ | MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 2.201 ms | 0 - 31 MB | NPU
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+ | MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 0.86 ms | 0 - 2 MB | NPU
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+ | MobileNet-v3-Small | TFLITE | float | Qualcomm® SA8775P | 1.184 ms | 0 - 33 MB | NPU
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+ | MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS9075 | 1.018 ms | 0 - 8 MB | NPU
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+ | MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1.618 ms | 0 - 48 MB | NPU
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+ | MobileNet-v3-Small | TFLITE | float | Qualcomm® SA7255P | 2.201 ms | 0 - 31 MB | NPU
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+ | MobileNet-v3-Small | TFLITE | float | Qualcomm® SA8295P | 1.504 ms | 0 - 30 MB | NPU
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+ | MobileNet-v3-Small | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.436 ms | 0 - 35 MB | NPU
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+ | MobileNet-v3-Small | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.344 ms | 0 - 35 MB | NPU
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  ## License
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  * The license for the original implementation of MobileNet-v3-Small can be found