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EfficientNet-B0

Image Classification
PyTorch
LiteRT
backbone
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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  - android
@@ -26,44 +26,62 @@ 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: 5.27M
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- - Model size: 20.2 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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- | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.471 ms | 0 - 111 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.473 ms | 0 - 69 MB | FP16 | NPU | [EfficientNet-B0.so](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.so) |
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- | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.336 ms | 0 - 42 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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- | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.04 ms | 0 - 45 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.04 ms | 1 - 30 MB | FP16 | NPU | [EfficientNet-B0.so](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.so) |
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- | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.949 ms | 0 - 37 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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- | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.019 ms | 0 - 31 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.016 ms | 1 - 23 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.972 ms | 1 - 21 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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- | EfficientNet-B0 | SA7255P ADP | SA7255P | TFLITE | 22.124 ms | 0 - 25 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | SA7255P ADP | SA7255P | QNN | 22.037 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.471 ms | 0 - 116 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.459 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | SA8295P ADP | SA8295P | TFLITE | 3.635 ms | 0 - 31 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | SA8295P ADP | SA8295P | QNN | 3.566 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.473 ms | 0 - 116 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.45 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | SA8775P ADP | SA8775P | TFLITE | 2.377 ms | 0 - 25 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | SA8775P ADP | SA8775P | QNN | 2.334 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 22.124 ms | 0 - 25 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 22.037 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.47 ms | 0 - 116 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.463 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.377 ms | 0 - 25 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.334 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.073 ms | 0 - 41 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.048 ms | 1 - 32 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.632 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.436 ms | 13 - 13 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -125,12 +143,12 @@ python -m qai_hub_models.models.efficientnet_b0.export
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  Profiling Results
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  ------------------------------------------------------------
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  EfficientNet-B0
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 1.5
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- Estimated peak memory usage (MB): [0, 111]
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- Total # Ops : 245
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- Compute Unit(s) : NPU (245 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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  - android
 
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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: 5.27M
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+ - Model size (float): 20.2 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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+ | EfficientNet-B0 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.894 ms | 0 - 25 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 4.82 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.063 ms | 0 - 38 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 3.575 ms | 1 - 31 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.464 ms | 0 - 115 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.46 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.952 ms | 0 - 27 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.913 ms | 1 - 15 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 4.894 ms | 0 - 25 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 4.82 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.473 ms | 0 - 117 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.465 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.631 ms | 0 - 29 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.535 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.472 ms | 0 - 117 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.459 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.952 ms | 0 - 27 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.913 ms | 1 - 15 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.48 ms | 0 - 116 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.46 ms | 0 - 66 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.357 ms | 0 - 46 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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+ | EfficientNet-B0 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.034 ms | 0 - 39 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.018 ms | 1 - 33 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.947 ms | 0 - 39 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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+ | EfficientNet-B0 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.018 ms | 0 - 32 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.98 ms | 1 - 23 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.006 ms | 1 - 25 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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+ | EfficientNet-B0 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.628 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.443 ms | 13 - 13 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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+ | EfficientNet-B0 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 3.249 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 2.098 ms | 0 - 31 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.659 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.95 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 4.814 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 3.249 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.66 ms | 0 - 11 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.379 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.655 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.95 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.669 ms | 0 - 35 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.796 ms | 0 - 42 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.onnx) |
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+ | EfficientNet-B0 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.122 ms | 0 - 35 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.195 ms | 0 - 49 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.onnx) |
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+ | EfficientNet-B0 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.946 ms | 0 - 23 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.164 ms | 0 - 37 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.onnx) |
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+ | EfficientNet-B0 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.888 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.867 ms | 8 - 8 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  EfficientNet-B0
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 4.9
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+ Estimated peak memory usage (MB): [0, 25]
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+ Total # Ops : 245
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+ Compute Unit(s) : npu (245 ops) gpu (0 ops) cpu (0 ops)
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  ```
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