v0.34.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.34.0 for changelog.
README.md
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@@ -25,6 +25,7 @@ More details on model performance across various devices, can be found
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[here](https://aihub.qualcomm.com/models/mobilenet_v3_small).
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### Model Details
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- **Model Type:** Model_use_case.image_classification
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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-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.
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| MobileNet-v3-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 1.983 ms | 1 - 18 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.
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| MobileNet-v3-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.423 ms | 1 - 32 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.
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| MobileNet-v3-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.761 ms | 0 - 48 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.
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| MobileNet-v3-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.032 ms | 1 - 19 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.
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| MobileNet-v3-Small | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 1.983 ms | 1 - 18 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.
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| MobileNet-v3-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.761 ms | 1 - 47 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.
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| MobileNet-v3-Small | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.39 ms | 0 - 20 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.
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| MobileNet-v3-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.761 ms | 0 - 48 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.
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| MobileNet-v3-Small | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.032 ms | 1 - 19 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.77 ms | 0 -
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| MobileNet-v3-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.755 ms | 0 - 48 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.659 ms | 0 - 16 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
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| MobileNet-v3-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.
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| MobileNet-v3-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.503 ms | 0 - 32 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.431 ms | 0 - 33 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
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| MobileNet-v3-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.
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| MobileNet-v3-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.494 ms | 0 - 20 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.435 ms | 1 - 22 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
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| MobileNet-v3-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.247 ms | 40 - 40 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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```bash
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python -m qai_hub_models.models.mobilenet_v3_small.export
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```
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Profiling Results
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------------------------------------------------------------
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MobileNet-v3-Small
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 2.0
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Estimated peak memory usage (MB): [0, 19]
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Total # Ops : 115
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Compute Unit(s) : npu (115 ops) gpu (0 ops) cpu (0 ops)
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```
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## How does this work?
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[here](https://aihub.qualcomm.com/models/mobilenet_v3_small).
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### Model Details
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- **Model Type:** Model_use_case.image_classification
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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-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.065 ms | 0 - 18 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 1.983 ms | 1 - 18 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.035 ms | 0 - 30 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.423 ms | 1 - 32 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.77 ms | 0 - 50 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.761 ms | 0 - 48 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.091 ms | 0 - 20 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.032 ms | 1 - 19 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.065 ms | 0 - 18 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 1.983 ms | 1 - 18 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.771 ms | 0 - 50 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.761 ms | 1 - 47 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.416 ms | 0 - 21 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.39 ms | 0 - 20 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.771 ms | 0 - 50 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.761 ms | 0 - 48 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.091 ms | 0 - 20 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.032 ms | 1 - 19 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.77 ms | 0 - 49 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.755 ms | 0 - 48 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.659 ms | 0 - 16 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
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| MobileNet-v3-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.513 ms | 0 - 37 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.503 ms | 0 - 32 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.431 ms | 0 - 33 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
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| MobileNet-v3-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.568 ms | 0 - 25 MB | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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| MobileNet-v3-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.494 ms | 0 - 20 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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| MobileNet-v3-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.435 ms | 1 - 22 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
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| MobileNet-v3-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.247 ms | 40 - 40 MB | NPU | [MobileNet-v3-Small.dlc](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.dlc) |
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```bash
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python -m qai_hub_models.models.mobilenet_v3_small.export
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```
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## How does this work?
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precompiled/qualcomm-snapdragon-x-elite/MobileNet-v3-Small.onnx.zip
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version https://git-lfs.github.com/spec/v1
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-
oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:20df9a209c459b7dd1203d2139424f463d54e9df778c02cc77e1e48d2daef759
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size 4821752
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precompiled/qualcomm-snapdragon-x-elite/sdk_versions.yml
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sdk_versions:
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qnn_context_binary:
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qairt: 2.34.2.250528164111_119506
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precompiled_qnn_onnx:
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qairt: 2.33.2.250410134701_117956
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