v0.51.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.51.0 for changelog.
- README.md +58 -58
- release_assets.json +46 -1
README.md
CHANGED
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@@ -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 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_large/releases/v0.
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| ONNX | w8a16 | 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_large/releases/v0.
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| QNN_DLC | float | Universal | QAIRT 2.
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| QNN_DLC | w8a16 | Universal | QAIRT 2.
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| TFLITE | float | Universal | QAIRT 2.
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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® 8 Elite Gen 5 Mobile | 0.
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| MobileNet-v3-Large | ONNX | float | Snapdragon® X2 Elite | 0.
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| MobileNet-v3-Large | ONNX | float | Snapdragon® X Elite | 0.
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| MobileNet-v3-Large | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.
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| MobileNet-v3-Large | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.
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| MobileNet-v3-Large | ONNX | float | Qualcomm® QCS9075 | 1.
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| 73 |
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| MobileNet-v3-Large | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.399 ms | 0 -
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| MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.
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| MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® X2 Elite | 0.
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| MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® X Elite | 0.
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| 77 |
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| MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.
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| MobileNet-v3-Large | ONNX | w8a16 | Qualcomm® QCS6490 | 56.
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| MobileNet-v3-Large | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.682 ms | 0 -
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| 80 |
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| MobileNet-v3-Large | ONNX | w8a16 | Qualcomm® QCS9075 | 0.
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| 81 |
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| MobileNet-v3-Large | ONNX | w8a16 | Qualcomm® QCM6690 | 20.
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| 82 |
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| MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.
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| 83 |
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| MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 14.
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| 84 |
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| MobileNet-v3-Large | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.
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| 85 |
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| MobileNet-v3-Large | QNN_DLC | float | Snapdragon® X2 Elite | 0.
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| MobileNet-v3-Large | QNN_DLC | float | Snapdragon® X Elite | 1.
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| MobileNet-v3-Large | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.
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| MobileNet-v3-Large | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 2.
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| MobileNet-v3-Large | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.
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| MobileNet-v3-Large | QNN_DLC | float | Qualcomm® SA8775P | 1.
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| MobileNet-v3-Large | QNN_DLC | float | Qualcomm® QCS9075 | 1.
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| MobileNet-v3-Large | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1.
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| MobileNet-v3-Large | QNN_DLC | float | Qualcomm® SA7255P | 2.
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| MobileNet-v3-Large | QNN_DLC | float | Qualcomm® SA8295P | 1.
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| MobileNet-v3-Large | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.363 ms | 0 -
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.663 ms | 0 - 48 MB | NPU
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 2.
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 2.
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® SA8775P | 1.
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 1.
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCM6690 |
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 1.
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® SA7255P | 2.
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.
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| 110 |
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.
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| 111 |
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| MobileNet-v3-Large | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.
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| 112 |
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| MobileNet-v3-Large | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.
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| 113 |
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| MobileNet-v3-Large | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 3.
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| MobileNet-v3-Large | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.
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| 115 |
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| MobileNet-v3-Large | TFLITE | float | Qualcomm® SA8775P | 1.
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| 116 |
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| MobileNet-v3-Large | TFLITE | float | Qualcomm® QCS9075 | 1.
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| 117 |
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| MobileNet-v3-Large | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1.
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| 118 |
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| MobileNet-v3-Large | TFLITE | float | Qualcomm® SA7255P | 3.
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| MobileNet-v3-Large | TFLITE | float | Qualcomm® SA8295P | 1.
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| MobileNet-v3-Large | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.
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## License
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| 123 |
* The license for the original implementation of MobileNet-v3-Large can be found
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| 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_large/releases/v0.51.0/mobilenet_v3_large-onnx-float.zip)
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| ONNX | w8a16 | 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_large/releases/v0.51.0/mobilenet_v3_large-onnx-w8a16.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_large/releases/v0.51.0/mobilenet_v3_large-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_large/releases/v0.51.0/mobilenet_v3_large-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_large/releases/v0.51.0/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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| 65 |
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
|
| 66 |
|---|---|---|---|---|---|---
|
| 67 |
+
| MobileNet-v3-Large | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.358 ms | 0 - 38 MB | NPU
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| 68 |
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| MobileNet-v3-Large | ONNX | float | Snapdragon® X2 Elite | 0.337 ms | 13 - 13 MB | NPU
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| 69 |
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| MobileNet-v3-Large | ONNX | float | Snapdragon® X Elite | 0.855 ms | 12 - 12 MB | NPU
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| MobileNet-v3-Large | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.496 ms | 0 - 53 MB | NPU
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| MobileNet-v3-Large | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.71 ms | 0 - 2 MB | NPU
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| 72 |
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| MobileNet-v3-Large | ONNX | float | Qualcomm® QCS9075 | 1.01 ms | 1 - 3 MB | NPU
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| 73 |
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| MobileNet-v3-Large | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.399 ms | 0 - 36 MB | NPU
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| 74 |
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| MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.291 ms | 0 - 42 MB | NPU
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+
| MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® X2 Elite | 0.317 ms | 6 - 6 MB | NPU
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| MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® X Elite | 0.834 ms | 6 - 6 MB | NPU
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| MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.471 ms | 0 - 57 MB | NPU
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| 78 |
+
| MobileNet-v3-Large | ONNX | w8a16 | Qualcomm® QCS6490 | 56.051 ms | 24 - 28 MB | CPU
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| 79 |
+
| MobileNet-v3-Large | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.682 ms | 0 - 10 MB | NPU
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| 80 |
+
| MobileNet-v3-Large | ONNX | w8a16 | Qualcomm® QCS9075 | 0.862 ms | 0 - 3 MB | NPU
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| 81 |
+
| MobileNet-v3-Large | ONNX | w8a16 | Qualcomm® QCM6690 | 20.185 ms | 24 - 33 MB | CPU
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| 82 |
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| MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.369 ms | 0 - 34 MB | NPU
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| 83 |
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| MobileNet-v3-Large | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 14.287 ms | 24 - 33 MB | CPU
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| 84 |
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| MobileNet-v3-Large | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.427 ms | 1 - 36 MB | NPU
|
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| MobileNet-v3-Large | QNN_DLC | float | Snapdragon® X2 Elite | 0.542 ms | 1 - 1 MB | NPU
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| 86 |
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| MobileNet-v3-Large | QNN_DLC | float | Snapdragon® X Elite | 1.181 ms | 1 - 1 MB | NPU
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| 87 |
+
| MobileNet-v3-Large | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.685 ms | 0 - 51 MB | NPU
|
| 88 |
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| MobileNet-v3-Large | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 2.891 ms | 0 - 30 MB | NPU
|
| 89 |
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| MobileNet-v3-Large | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.03 ms | 0 - 7 MB | NPU
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| 90 |
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| MobileNet-v3-Large | QNN_DLC | float | Qualcomm® SA8775P | 1.355 ms | 1 - 34 MB | NPU
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| 91 |
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| MobileNet-v3-Large | QNN_DLC | float | Qualcomm® QCS9075 | 1.222 ms | 3 - 5 MB | NPU
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| 92 |
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| MobileNet-v3-Large | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1.909 ms | 0 - 55 MB | NPU
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| 93 |
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| MobileNet-v3-Large | QNN_DLC | float | Qualcomm® SA7255P | 2.891 ms | 0 - 30 MB | NPU
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| 94 |
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| MobileNet-v3-Large | QNN_DLC | float | Qualcomm® SA8295P | 1.834 ms | 0 - 31 MB | NPU
|
| 95 |
+
| MobileNet-v3-Large | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.517 ms | 0 - 30 MB | NPU
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| 96 |
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.363 ms | 0 - 36 MB | NPU
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| 97 |
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.51 ms | 0 - 0 MB | NPU
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| 98 |
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.107 ms | 0 - 0 MB | NPU
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.663 ms | 0 - 48 MB | NPU
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 2.74 ms | 0 - 2 MB | NPU
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 2.035 ms | 0 - 33 MB | NPU
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.925 ms | 0 - 3 MB | NPU
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® SA8775P | 1.151 ms | 0 - 35 MB | NPU
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| 104 |
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 1.131 ms | 0 - 2 MB | NPU
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| 105 |
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 3.977 ms | 0 - 147 MB | NPU
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| 106 |
+
| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 1.22 ms | 0 - 51 MB | NPU
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| 107 |
+
| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® SA7255P | 2.035 ms | 0 - 33 MB | NPU
|
| 108 |
+
| MobileNet-v3-Large | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.57 ms | 0 - 32 MB | NPU
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| 109 |
+
| MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.461 ms | 0 - 36 MB | NPU
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| 110 |
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| MobileNet-v3-Large | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.98 ms | 0 - 33 MB | NPU
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| 111 |
+
| MobileNet-v3-Large | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.433 ms | 0 - 40 MB | NPU
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| 112 |
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| MobileNet-v3-Large | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.698 ms | 0 - 56 MB | NPU
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| 113 |
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| MobileNet-v3-Large | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 3.074 ms | 0 - 35 MB | NPU
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| 114 |
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| MobileNet-v3-Large | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.038 ms | 0 - 5 MB | NPU
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| 115 |
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| MobileNet-v3-Large | TFLITE | float | Qualcomm® SA8775P | 1.412 ms | 0 - 37 MB | NPU
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| 116 |
+
| MobileNet-v3-Large | TFLITE | float | Qualcomm® QCS9075 | 1.274 ms | 0 - 15 MB | NPU
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| 117 |
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| MobileNet-v3-Large | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1.929 ms | 0 - 59 MB | NPU
|
| 118 |
+
| MobileNet-v3-Large | TFLITE | float | Qualcomm® SA7255P | 3.074 ms | 0 - 35 MB | NPU
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| 119 |
+
| MobileNet-v3-Large | TFLITE | float | Qualcomm® SA8295P | 1.874 ms | 0 - 36 MB | NPU
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| 120 |
+
| MobileNet-v3-Large | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.529 ms | 0 - 35 MB | NPU
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## License
|
| 123 |
* The license for the original implementation of MobileNet-v3-Large can be found
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release_assets.json
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{
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{
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"version": "0.51.0",
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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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"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_large/releases/v0.51.0/mobilenet_v3_large-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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},
|
| 17 |
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_large/releases/v0.51.0/mobilenet_v3_large-qnn_dlc-float.zip"
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| 18 |
+
},
|
| 19 |
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"onnx": {
|
| 20 |
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"tool_versions": {
|
| 21 |
+
"qairt": "2.42.0.251225135753_193295",
|
| 22 |
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"onnx_runtime": "1.24.3"
|
| 23 |
+
},
|
| 24 |
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_large/releases/v0.51.0/mobilenet_v3_large-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": {
|
| 30 |
+
"qnn_dlc": {
|
| 31 |
+
"tool_versions": {
|
| 32 |
+
"qairt": "2.45.0.260326154327"
|
| 33 |
+
},
|
| 34 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_large/releases/v0.51.0/mobilenet_v3_large-qnn_dlc-w8a16.zip"
|
| 35 |
+
},
|
| 36 |
+
"onnx": {
|
| 37 |
+
"tool_versions": {
|
| 38 |
+
"qairt": "2.42.0.251225135753_193295",
|
| 39 |
+
"onnx_runtime": "1.24.3"
|
| 40 |
+
},
|
| 41 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v3_large/releases/v0.51.0/mobilenet_v3_large-onnx-w8a16.zip"
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}
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}
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}
|
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}
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}
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