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MobileNet-v3-Small

Image Classification
PyTorch
LiteRT
ONNX
backbone
real_time
android
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@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: bsd-3-clause
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  tags:
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  - backbone
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  - real_time
@@ -27,44 +27,62 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Image classification
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  - **Model Stats:**
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  - Model checkpoint: Imagenet
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  - Input resolution: 224x224
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  - Number of parameters: 2.54M
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  - Model size: 9.72 MB
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- | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | MobileNet-v3-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.765 ms | 0 - 45 MB | FP16 | 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.753 ms | 1 - 44 MB | FP16 | NPU | [MobileNet-v3-Small.so](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.so) |
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- | MobileNet-v3-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.634 ms | 0 - 19 MB | FP16 | 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 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.506 ms | 0 - 36 MB | FP16 | 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 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.492 ms | 0 - 31 MB | FP16 | NPU | [MobileNet-v3-Small.so](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.so) |
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- | MobileNet-v3-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.412 ms | 0 - 31 MB | FP16 | 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.51 ms | 0 - 21 MB | FP16 | 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.499 ms | 0 - 19 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.444 ms | 1 - 20 MB | FP16 | 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 | SA7255P ADP | SA7255P | TFLITE | 7.464 ms | 0 - 17 MB | FP16 | 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 | SA7255P ADP | SA7255P | QNN | 7.219 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.763 ms | 0 - 45 MB | FP16 | 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.762 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | SA8295P ADP | SA8295P | TFLITE | 1.461 ms | 0 - 21 MB | FP16 | 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 | SA8295P ADP | SA8295P | QNN | 1.407 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.766 ms | 0 - 45 MB | FP16 | 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 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.755 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | SA8775P ADP | SA8775P | TFLITE | 1.304 ms | 0 - 17 MB | FP16 | 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 | SA8775P ADP | SA8775P | QNN | 1.28 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 7.464 ms | 0 - 17 MB | FP16 | 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 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 7.219 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.767 ms | 0 - 45 MB | FP16 | 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 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.757 ms | 1 - 12 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.304 ms | 0 - 17 MB | FP16 | 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 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.28 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.152 ms | 0 - 32 MB | FP16 | 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 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.125 ms | 1 - 29 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.88 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.698 ms | 5 - 5 MB | FP16 | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -126,12 +144,12 @@ python -m qai_hub_models.models.mobilenet_v3_small.export
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  Profiling Results
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  ------------------------------------------------------------
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  MobileNet-v3-Small
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 0.8
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- Estimated peak memory usage (MB): [0, 45]
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- Total # Ops : 115
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- Compute Unit(s) : NPU (115 ops)
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  ```
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  ---
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  library_name: pytorch
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+ license: other
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  tags:
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  - backbone
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  - real_time
 
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  ### Model Details
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+ - **Model Type:** Model_use_case.image_classification
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  - **Model Stats:**
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  - Model checkpoint: Imagenet
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  - Input resolution: 224x224
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  - Number of parameters: 2.54M
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  - Model size: 9.72 MB
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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 | 2.063 ms | 0 - 17 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 | 1.977 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.109 ms | 0 - 31 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 | 1.53 ms | 1 - 36 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.763 ms | 0 - 44 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 | 0.758 ms | 1 - 3 MB | NPU | Use Export Script |
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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 | 1.073 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.063 ms | 0 - 17 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 | 1.977 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.769 ms | 0 - 44 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 | 0.761 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.481 ms | 0 - 22 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 | 1.406 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.761 ms | 0 - 44 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 | 0.76 ms | 1 - 3 MB | NPU | Use Export Script |
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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 | 1.073 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.766 ms | 0 - 44 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 | 0.755 ms | 1 - 42 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.64 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 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.509 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 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.495 ms | 1 - 35 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.444 ms | 0 - 34 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 | 0.423 ms | 0 - 23 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 | 0.44 ms | 1 - 27 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.454 ms | 1 - 20 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 | 0.886 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.676 ms | 6 - 6 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 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1.72 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.085 ms | 0 - 22 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.783 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.998 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 2.497 ms | 0 - 12 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.72 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.785 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.329 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.778 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.998 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.779 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.67 ms | 0 - 25 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small_w8a16.onnx) |
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+ | MobileNet-v3-Small | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.548 ms | 0 - 28 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.443 ms | 0 - 30 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small_w8a16.onnx) |
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+ | MobileNet-v3-Small | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.477 ms | 0 - 19 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.437 ms | 0 - 20 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small_w8a16.onnx) |
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+ | MobileNet-v3-Small | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.912 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | MobileNet-v3-Small | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.7 ms | 0 - 0 MB | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small_w8a16.onnx) |
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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) : 2.1
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+ Estimated peak memory usage (MB): [0, 17]
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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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