v0.30.5
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.
- MobileNet-v3-Large_w8a16.onnx +2 -2
- README.md +51 -51
MobileNet-v3-Large_w8a16.onnx
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README.md
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@@ -37,53 +37,53 @@ More details on model performance across various devices, can be found
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| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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|---|---|---|---|---|---|---|---|---|
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| MobileNet-v3-Large | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE |
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| MobileNet-v3-Large | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN |
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-
| MobileNet-v3-Large | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.
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-
| MobileNet-v3-Large | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.
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-
| MobileNet-v3-Large | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.
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-
| MobileNet-v3-Large | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.
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-
| MobileNet-v3-Large | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.
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-
| MobileNet-v3-Large | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.
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| MobileNet-v3-Large | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE |
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| MobileNet-v3-Large | float | SA7255P ADP | Qualcomm® SA7255P | QNN |
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-
| MobileNet-v3-Large | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.
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-
| MobileNet-v3-Large | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.
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-
| MobileNet-v3-Large | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.
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-
| MobileNet-v3-Large | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.
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-
| MobileNet-v3-Large | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.
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-
| MobileNet-v3-Large | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.
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-
| MobileNet-v3-Large | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.
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| MobileNet-v3-Large | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.
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-
| MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.
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| MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.
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-
| MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.
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-
| MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.
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| MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.
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| MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.
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| MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.
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| MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.
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| MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.565 ms |
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| MobileNet-v3-Large | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.
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| MobileNet-v3-Large | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.
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| MobileNet-v3-Large | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN |
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| MobileNet-v3-Large | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.
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| MobileNet-v3-Large | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.
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| MobileNet-v3-Large | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.
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| MobileNet-v3-Large | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 3.
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-
| MobileNet-v3-Large | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN |
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-
| MobileNet-v3-Large | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.
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| MobileNet-v3-Large | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.
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-
| MobileNet-v3-Large | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.
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-
| MobileNet-v3-Large | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.
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| MobileNet-v3-Large | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.
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| MobileNet-v3-Large | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.
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| MobileNet-v3-Large | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.
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| MobileNet-v3-Large | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.
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| MobileNet-v3-Large | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.
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| MobileNet-v3-Large | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.
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| MobileNet-v3-Large | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.
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| MobileNet-v3-Large | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.
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@@ -147,8 +147,8 @@ Profiling Results
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MobileNet-v3-Large
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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-
Estimated inference time (ms) :
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Estimated peak memory usage (MB): [0,
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Total # Ops : 128
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Compute Unit(s) : npu (128 ops) gpu (0 ops) cpu (0 ops)
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```
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@@ -237,13 +237,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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You can also run the demo on-device.
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```bash
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python -m qai_hub_models.models.mobilenet_v3_large.demo --on-device
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```
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**NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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environment, please add the following to your cell (instead of the above).
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```
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%run -m qai_hub_models.models.mobilenet_v3_large.demo -- --on-device
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```
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| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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|---|---|---|---|---|---|---|---|---|
|
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+
| MobileNet-v3-Large | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 14.978 ms | 0 - 26 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
|
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| MobileNet-v3-Large | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 14.34 ms | 1 - 10 MB | NPU | Use Export Script |
|
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+
| MobileNet-v3-Large | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.373 ms | 0 - 39 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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| MobileNet-v3-Large | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.761 ms | 0 - 33 MB | NPU | Use Export Script |
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+
| MobileNet-v3-Large | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.962 ms | 0 - 94 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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+
| MobileNet-v3-Large | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.937 ms | 1 - 4 MB | NPU | Use Export Script |
|
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+
| MobileNet-v3-Large | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.352 ms | 0 - 27 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
|
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+
| MobileNet-v3-Large | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.272 ms | 1 - 13 MB | NPU | Use Export Script |
|
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+
| MobileNet-v3-Large | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 14.978 ms | 0 - 26 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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| MobileNet-v3-Large | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 14.34 ms | 1 - 10 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.964 ms | 0 - 94 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
|
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+
| MobileNet-v3-Large | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.934 ms | 1 - 3 MB | NPU | Use Export Script |
|
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+
| MobileNet-v3-Large | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.801 ms | 0 - 28 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
|
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+
| MobileNet-v3-Large | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.726 ms | 0 - 17 MB | NPU | Use Export Script |
|
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+
| MobileNet-v3-Large | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.963 ms | 0 - 94 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
|
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+
| MobileNet-v3-Large | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.93 ms | 1 - 4 MB | NPU | Use Export Script |
|
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+
| MobileNet-v3-Large | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.352 ms | 0 - 27 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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+
| MobileNet-v3-Large | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.272 ms | 1 - 13 MB | NPU | Use Export Script |
|
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+
| MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.966 ms | 0 - 93 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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+
| MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.925 ms | 0 - 72 MB | NPU | Use Export Script |
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+
| MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.808 ms | 0 - 51 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
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| MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.647 ms | 0 - 36 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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| MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.638 ms | 0 - 31 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.552 ms | 0 - 35 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
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+
| MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.64 ms | 0 - 32 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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+
| MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.599 ms | 1 - 27 MB | NPU | Use Export Script |
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+
| MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.565 ms | 1 - 28 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
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+
| MobileNet-v3-Large | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.193 ms | 1 - 1 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.871 ms | 13 - 13 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
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| MobileNet-v3-Large | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 4.016 ms | 0 - 10 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.218 ms | 0 - 29 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.943 ms | 0 - 4 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.163 ms | 0 - 13 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 3.115 ms | 0 - 12 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 4.016 ms | 0 - 10 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.939 ms | 0 - 2 MB | NPU | Use Export Script |
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+
| MobileNet-v3-Large | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.512 ms | 0 - 17 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.949 ms | 0 - 3 MB | NPU | Use Export Script |
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| MobileNet-v3-Large | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.163 ms | 0 - 13 MB | NPU | Use Export Script |
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+
| MobileNet-v3-Large | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.95 ms | 0 - 37 MB | NPU | Use Export Script |
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+
| MobileNet-v3-Large | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.824 ms | 0 - 44 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
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+
| MobileNet-v3-Large | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.65 ms | 0 - 37 MB | NPU | Use Export Script |
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+
| MobileNet-v3-Large | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.567 ms | 0 - 40 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
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| MobileNet-v3-Large | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.551 ms | 0 - 21 MB | NPU | Use Export Script |
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+
| MobileNet-v3-Large | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.58 ms | 0 - 30 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
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| MobileNet-v3-Large | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.076 ms | 0 - 0 MB | NPU | Use Export Script |
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+
| MobileNet-v3-Large | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.887 ms | 8 - 8 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
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MobileNet-v3-Large
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Device : cs_8275 (ANDROID 14)
|
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Runtime : TFLITE
|
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+
Estimated inference time (ms) : 15.0
|
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+
Estimated peak memory usage (MB): [0, 26]
|
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Total # Ops : 128
|
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Compute Unit(s) : npu (128 ops) gpu (0 ops) cpu (0 ops)
|
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```
|
|
|
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You can also run the demo on-device.
|
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|
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```bash
|
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+
python -m qai_hub_models.models.mobilenet_v3_large.demo --eval-mode on-device
|
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```
|
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|
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**NOTE**: If you want running in a Jupyter Notebook or Google Colab like
|
244 |
environment, please add the following to your cell (instead of the above).
|
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```
|
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+
%run -m qai_hub_models.models.mobilenet_v3_large.demo -- --eval-mode on-device
|
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```
|
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|
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|