v0.55.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.55.0 for changelog.
- README.md +62 -59
- release_assets.json +15 -15
README.md
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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.
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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.
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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.
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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.
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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® 8 Elite Gen 5 Mobile | 0.
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| MobileNet-v3-Small | ONNX | float | Snapdragon®
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| MobileNet-v3-Small | ONNX | float | Snapdragon®
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| MobileNet-v3-Small | ONNX | float | Snapdragon®
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| MobileNet-v3-Small | ONNX | float |
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| MobileNet-v3-Small | ONNX | float | Snapdragon® 8
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| MobileNet-v3-Small | ONNX | float | Qualcomm®
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| MobileNet-v3-Small | ONNX | float |
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| MobileNet-v3-Small | ONNX | float | Qualcomm®
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| MobileNet-v3-Small | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.
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| MobileNet-v3-Small | QNN_DLC | float | Snapdragon®
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| MobileNet-v3-Small | QNN_DLC | float | Snapdragon®
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| MobileNet-v3-Small | QNN_DLC | float | Snapdragon®
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| MobileNet-v3-Small | QNN_DLC | float |
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| MobileNet-v3-Small | QNN_DLC | float |
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| MobileNet-v3-Small | QNN_DLC | float | Qualcomm®
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| MobileNet-v3-Small | QNN_DLC | float | Qualcomm®
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| MobileNet-v3-Small | QNN_DLC | float | Qualcomm®
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| MobileNet-v3-Small | QNN_DLC | float | Qualcomm®
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| MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA7255P | 2.
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| MobileNet-v3-Small | QNN_DLC | float | Qualcomm®
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| MobileNet-v3-Small | QNN_DLC | float |
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| MobileNet-v3-Small | QNN_DLC | float |
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| MobileNet-v3-Small | QNN_DLC | float | Qualcomm®
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| MobileNet-v3-Small | QNN_DLC |
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 0.
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon®
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| MobileNet-v3-Small | QNN_DLC | w8a16 |
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm®
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.79 ms | 0 -
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA8775P | 0.
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm®
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm®
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm®
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| MobileNet-v3-Small | QNN_DLC | w8a16 |
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| MobileNet-v3-Small | QNN_DLC | w8a16 |
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| MobileNet-v3-Small | QNN_DLC | w8a16 |
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| MobileNet-v3-Small | QNN_DLC | w8a16 |
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 0.
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 0.
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| MobileNet-v3-Small | QNN_DLC | w8a16 |
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| MobileNet-v3-Small |
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| MobileNet-v3-Small |
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| MobileNet-v3-Small | TFLITE | float | Snapdragon® 8 Gen
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| MobileNet-v3-Small | TFLITE | float |
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| MobileNet-v3-Small | TFLITE | float | Qualcomm®
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| MobileNet-v3-Small | TFLITE | float | Qualcomm®
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| MobileNet-v3-Small | TFLITE | float | Qualcomm® SA8775P | 1.
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| MobileNet-v3-Small | TFLITE | float | Qualcomm®
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| MobileNet-v3-Small | TFLITE | float | Qualcomm®
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| MobileNet-v3-Small | TFLITE | float | Qualcomm®
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| MobileNet-v3-Small | TFLITE | float |
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| MobileNet-v3-Small | TFLITE | float | Qualcomm®
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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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|---|---|---|---|---|
|
| 33 |
+
| ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_small/releases/v0.55.0/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/v0.55.0/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/v0.55.0/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/v0.55.0/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
|
| 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 - 34 MB | NPU
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| MobileNet-v3-Small | ONNX | float | Snapdragon® X2 Elite | 0.274 ms | 180 - 180 MB | NPU
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| MobileNet-v3-Small | ONNX | float | Snapdragon® X Elite | 0.553 ms | 148 - 148 MB | NPU
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| MobileNet-v3-Small | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.353 ms | 0 - 52 MB | NPU
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| MobileNet-v3-Small | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.551 ms | 0 - 89 MB | NPU
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| MobileNet-v3-Small | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.284 ms | 0 - 30 MB | NPU
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| MobileNet-v3-Small | ONNX | float | Qualcomm® QCS9075 | 0.771 ms | 0 - 51 MB | NPU
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| MobileNet-v3-Small | ONNX | float | Qualcomm® QCS8750 | 0.284 ms | 0 - 30 MB | NPU
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| MobileNet-v3-Small | ONNX | float | Qualcomm® QCS7181 | 0.553 ms | 148 - 148 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.319 ms | 1 - 34 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | float | Snapdragon® X2 Elite | 0.454 ms | 1 - 1 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | float | Snapdragon® X Elite | 0.963 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 | 2.079 ms | 1 - 28 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.834 ms | 1 - 2 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA8775P | 1.1 ms | 1 - 32 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA8650P | 1.1 ms | 1 - 32 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA8255P | 1.1 ms | 1 - 32 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1.579 ms | 0 - 46 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA7255P | 2.079 ms | 1 - 28 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | float | Qualcomm® SA8295P | 1.446 ms | 0 - 29 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.411 ms | 0 - 33 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS9075 | 0.98 ms | 1 - 3 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS8750 | 0.411 ms | 0 - 33 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | float | Qualcomm® QCS7181 | 0.963 ms | 1 - 1 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.309 ms | 0 - 31 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.435 ms | 0 - 0 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.925 ms | 0 - 0 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.557 ms | 0 - 39 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 2.15 ms | 0 - 2 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 1.7 ms | 0 - 29 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.79 ms | 0 - 9 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA8775P | 0.991 ms | 0 - 29 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA8650P | 0.991 ms | 0 - 29 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA8255P | 0.991 ms | 0 - 29 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 2.816 ms | 0 - 141 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA7255P | 1.7 ms | 0 - 29 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.307 ms | 0 - 26 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.8 ms | 0 - 26 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.37 ms | 0 - 26 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 0.954 ms | 0 - 2 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 0.988 ms | 0 - 41 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS7790 | 0.8 ms | 0 - 26 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS8750 | 0.37 ms | 0 - 26 MB | NPU
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| MobileNet-v3-Small | QNN_DLC | w8a16 | Qualcomm® QCS7181 | 0.925 ms | 0 - 0 MB | NPU
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| MobileNet-v3-Small | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.321 ms | 0 - 35 MB | NPU
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| MobileNet-v3-Small | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.552 ms | 0 - 44 MB | NPU
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| MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS8275 | 2.156 ms | 0 - 29 MB | NPU
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| MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 0.839 ms | 0 - 2 MB | NPU
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| MobileNet-v3-Small | TFLITE | float | Qualcomm® SA8775P | 1.141 ms | 0 - 32 MB | NPU
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| MobileNet-v3-Small | TFLITE | float | Qualcomm® SA8650P | 1.141 ms | 0 - 32 MB | NPU
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| MobileNet-v3-Small | TFLITE | float | Qualcomm® SA8255P | 1.141 ms | 0 - 32 MB | NPU
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| MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1.6 ms | 0 - 46 MB | NPU
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| MobileNet-v3-Small | TFLITE | float | Qualcomm® SA7255P | 2.156 ms | 0 - 29 MB | NPU
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| MobileNet-v3-Small | TFLITE | float | Qualcomm® SA8295P | 1.485 ms | 0 - 29 MB | NPU
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| MobileNet-v3-Small | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.423 ms | 0 - 34 MB | NPU
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| MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS9075 | 1.013 ms | 0 - 8 MB | NPU
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| MobileNet-v3-Small | TFLITE | float | Qualcomm® QCS8750 | 0.423 ms | 0 - 34 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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release_assets.json
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{
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"version": "0.
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"precisions": {
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"float": {
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"universal_assets": {
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"tflite": {
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"qairt": "2.45.0.260326154327",
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"litert": "1.4.3"
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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.
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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.
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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.
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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/v0.54.0/mobilenet_v3_small-onnx-float.zip"
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}
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}
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},
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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.
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}
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}
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}
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{
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"version": "0.55.0",
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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/v0.55.0/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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"qairt": "2.45.0.260326154327",
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"litert": "1.4.3"
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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/v0.55.0/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/v0.55.0/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": "1.25.0"
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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/v0.55.0/mobilenet_v3_small-onnx-float.zip"
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}
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}
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}
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