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MobileNet-v3-Small

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v0.51.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.51.0 for changelog.

Files changed (2) hide show
  1. README.md +48 -48
  2. release_assets.json +39 -1
README.md CHANGED
@@ -30,10 +30,10 @@ 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 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_small/releases/v0.50.2/mobilenet_v3_small-onnx-float.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/v0.50.2/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/v0.50.2/mobilenet_v3_small-qnn_dlc-w8a16.zip)
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- | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.19.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_small/releases/v0.50.2/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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@@ -62,50 +62,50 @@ See our repository for [MobileNet-v3-Small on GitHub](https://github.com/qualcom
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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® 8 Elite Gen 5 Mobile | 0.242 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 | ONNX | float | Snapdragon® X Elite | 0.688 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) | 0.54 ms | 0 - 2 MB | NPU
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- | MobileNet-v3-Small | ONNX | float | Qualcomm® QCS9075 | 0.762 ms | 1 - 3 MB | NPU
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- | MobileNet-v3-Small | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.284 ms | 0 - 29 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.331 ms | 1 - 34 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® X2 Elite | 0.459 ms | 1 - 1 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® X Elite | 1.024 ms | 1 - 1 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.559 ms | 0 - 46 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 2.115 ms | 1 - 30 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.852 ms | 1 - 2 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA8775P | 1.13 ms | 1 - 32 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS9075 | 1.008 ms | 1 - 3 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1.583 ms | 0 - 47 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA7255P | 2.115 ms | 1 - 30 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA8295P | 1.463 ms | 0 - 29 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.428 ms | 0 - 30 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 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.464 ms | 0 - 0 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.967 ms | 0 - 0 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.553 ms | 0 - 37 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 2.244 ms | 0 - 2 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 1.741 ms | 0 - 25 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.808 ms | 0 - 67 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA8775P | 1.016 ms | 0 - 26 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 0.961 ms | 2 - 4 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 2.807 ms | 0 - 140 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 0.982 ms | 0 - 38 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA7255P | 1.741 ms | 0 - 25 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.386 ms | 0 - 23 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.373 ms | 0 - 24 MB | NPU
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- | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.792 ms | 0 - 25 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.343 ms | 0 - 36 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.563 ms | 0 - 46 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 2.174 ms | 0 - 31 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 0.86 ms | 0 - 5 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Qualcomm® SA8775P | 1.176 ms | 0 - 33 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS9075 | 1.02 ms | 0 - 8 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1.598 ms | 0 - 51 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Qualcomm® SA7255P | 2.174 ms | 0 - 31 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Qualcomm® SA8295P | 1.496 ms | 0 - 30 MB | NPU
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- | MobileNet-v3-Small | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.436 ms | 0 - 31 MB | NPU
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110
  ## License
111
  * The license for the original implementation of MobileNet-v3-Small can be found
 
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31
  | Runtime | Precision | Chipset | SDK Versions | Download |
32
  |---|---|---|---|---|
33
+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_small/releases/v0.51.0/mobilenet_v3_small-onnx-float.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_small/releases/v0.51.0/mobilenet_v3_small-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_small/releases/v0.51.0/mobilenet_v3_small-qnn_dlc-w8a16.zip)
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+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_small/releases/v0.51.0/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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62
  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
+ | MobileNet-v3-Small | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.243 ms | 0 - 33 MB | NPU
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+ | MobileNet-v3-Small | ONNX | float | Snapdragon® X2 Elite | 0.25 ms | 5 - 5 MB | NPU
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+ | MobileNet-v3-Small | ONNX | float | Snapdragon® X Elite | 0.685 ms | 5 - 5 MB | NPU
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+ | MobileNet-v3-Small | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.353 ms | 0 - 45 MB | NPU
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+ | MobileNet-v3-Small | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.55 ms | 1 - 79 MB | NPU
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+ | MobileNet-v3-Small | ONNX | float | Qualcomm® QCS9075 | 0.766 ms | 1 - 3 MB | NPU
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+ | MobileNet-v3-Small | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.292 ms | 0 - 28 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.319 ms | 1 - 33 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® X2 Elite | 0.448 ms | 1 - 1 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® X Elite | 0.989 ms | 1 - 1 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.546 ms | 0 - 43 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 2.094 ms | 1 - 29 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.832 ms | 0 - 5 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA8775P | 1.088 ms | 1 - 31 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS9075 | 0.983 ms | 1 - 3 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1.575 ms | 0 - 46 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA7255P | 2.094 ms | 1 - 29 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA8295P | 1.454 ms | 0 - 29 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.412 ms | 1 - 33 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.308 ms | 0 - 29 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.431 ms | 0 - 0 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.937 ms | 0 - 0 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.559 ms | 0 - 37 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 2.214 ms | 2 - 4 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 1.711 ms | 0 - 26 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.794 ms | 0 - 76 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA8775P | 0.99 ms | 0 - 27 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 0.952 ms | 0 - 2 MB | NPU
93
+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 2.801 ms | 0 - 144 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 0.982 ms | 0 - 40 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA7255P | 1.711 ms | 0 - 26 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.302 ms | 0 - 24 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.372 ms | 0 - 29 MB | NPU
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+ | MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.799 ms | 0 - 25 MB | NPU
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+ | MobileNet-v3-Small | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.319 ms | 0 - 35 MB | NPU
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+ | MobileNet-v3-Small | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.558 ms | 0 - 45 MB | NPU
101
+ | MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 2.168 ms | 0 - 30 MB | NPU
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+ | MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 0.833 ms | 0 - 10 MB | NPU
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+ | MobileNet-v3-Small | TFLITE | float | Qualcomm® SA8775P | 1.156 ms | 0 - 32 MB | NPU
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+ | MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS9075 | 1.014 ms | 0 - 8 MB | NPU
105
+ | MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1.596 ms | 0 - 46 MB | NPU
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+ | MobileNet-v3-Small | TFLITE | float | Qualcomm® SA7255P | 2.168 ms | 0 - 30 MB | NPU
107
+ | MobileNet-v3-Small | TFLITE | float | Qualcomm® SA8295P | 1.49 ms | 0 - 29 MB | NPU
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+ | MobileNet-v3-Small | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.424 ms | 0 - 30 MB | NPU
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110
  ## License
111
  * The license for the original implementation of MobileNet-v3-Small can be found
release_assets.json CHANGED
@@ -1 +1,39 @@
1
- {"version":"0.50.2","precisions":{"float":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_small/releases/v0.50.2/mobilenet_v3_small-onnx-float.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_small/releases/v0.50.2/mobilenet_v3_small-qnn_dlc-float.zip"},"tflite":{"tool_versions":{"qairt":"2.43.0.260127150333_193827","tflite":"2.19.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_small/releases/v0.50.2/mobilenet_v3_small-tflite-float.zip"}}},"w8a16":{"universal_assets":{"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_small/releases/v0.50.2/mobilenet_v3_small-qnn_dlc-w8a16.zip"}}}}}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "version": "0.51.0",
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+ "precisions": {
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+ "w8a16": {
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+ "universal_assets": {
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+ "qnn_dlc": {
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+ "tool_versions": {
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+ "qairt": "2.45.0.260326154327"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_small/releases/v0.51.0/mobilenet_v3_small-qnn_dlc-w8a16.zip"
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+ }
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+ }
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+ },
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+ "float": {
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+ "universal_assets": {
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+ "tflite": {
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+ "tool_versions": {
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+ "qairt": "2.45.0.260326154327",
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+ "litert": "1.4.2"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_small/releases/v0.51.0/mobilenet_v3_small-tflite-float.zip"
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+ },
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+ "qnn_dlc": {
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+ "tool_versions": {
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+ "qairt": "2.45.0.260326154327"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_small/releases/v0.51.0/mobilenet_v3_small-qnn_dlc-float.zip"
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+ },
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+ "onnx": {
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+ "tool_versions": {
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+ "qairt": "2.42.0.251225135753_193295",
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+ "onnx_runtime": "1.24.3"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_small/releases/v0.51.0/mobilenet_v3_small-onnx-float.zip"
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+ }
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+ }
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+ }
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+ }
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+ }