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v0.30.5

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See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

Files changed (2) hide show
  1. EfficientNet-B0_w8a16.onnx +2 -2
  2. README.md +50 -50
EfficientNet-B0_w8a16.onnx CHANGED
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README.md CHANGED
@@ -35,53 +35,53 @@ 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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- | EfficientNet-B0 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.893 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 | 4.764 ms | 1 - 10 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.028 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 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 3.606 ms | 1 - 32 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.471 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 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.454 ms | 1 - 4 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.962 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 | 1.928 ms | 1 - 15 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 4.893 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 | 4.764 ms | 1 - 10 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.474 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 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.464 ms | 1 - 4 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.661 ms | 0 - 30 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 | 3.531 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 - 116 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 | 1.469 ms | 1 - 3 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.962 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 | 1.928 ms | 1 - 15 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.47 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 | 1 - 7 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.369 ms | 0 - 42 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 | 1.035 ms | 0 - 42 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 | 1.022 ms | 1 - 32 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.972 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 - 30 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 | 0.974 ms | 1 - 23 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.984 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 | 1.665 ms | 1 - 1 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.438 ms | 14 - 14 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 | 3.3 ms | 0 - 10 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 2.158 ms | 0 - 34 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.678 ms | 0 - 2 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.936 ms | 0 - 14 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 4.844 ms | 0 - 12 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 3.3 ms | 0 - 10 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.674 ms | 0 - 2 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.381 ms | 0 - 18 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.677 ms | 0 - 3 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.936 ms | 0 - 14 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.678 ms | 0 - 34 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.803 ms | 0 - 44 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 | 1.125 ms | 0 - 41 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.19 ms | 0 - 48 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 | 0.953 ms | 0 - 28 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.168 ms | 0 - 35 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 | 1.907 ms | 0 - 0 MB | NPU | Use Export Script |
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- | EfficientNet-B0 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.876 ms | 8 - 8 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.onnx) |
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@@ -146,7 +146,7 @@ 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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  ```
@@ -235,13 +235,13 @@ 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
238
- python -m qai_hub_models.models.efficientnet_b0.demo --on-device
239
  ```
240
 
241
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
242
  environment, please add the following to your cell (instead of the above).
243
  ```
244
- %run -m qai_hub_models.models.efficientnet_b0.demo -- --on-device
245
  ```
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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 | 4.854 ms | 0 - 26 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 | 21.996 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.921 ms | 0 - 44 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 | 3.444 ms | 1 - 31 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.462 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 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.463 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.958 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 | 1.94 ms | 1 - 13 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 4.854 ms | 0 - 26 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 | 21.996 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.465 ms | 0 - 118 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 | 1.462 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.576 ms | 0 - 33 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 | 3.515 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.465 ms | 0 - 118 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 | 1.466 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.958 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 | 1.94 ms | 1 - 13 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.467 ms | 0 - 118 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 | 1.466 ms | 0 - 93 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.34 ms | 0 - 63 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 | 1.049 ms | 0 - 40 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 | 1.02 ms | 1 - 34 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.958 ms | 0 - 40 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 | 1.023 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.817 ms | 1 - 26 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.805 ms | 1 - 23 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 | 1.67 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.447 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 | 3.229 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.952 ms | 0 - 32 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.674 ms | 0 - 4 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.957 ms | 0 - 11 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 4.94 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 3.229 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.675 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.33 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.674 ms | 0 - 4 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.957 ms | 0 - 11 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.674 ms | 0 - 40 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.644 ms | 0 - 59 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 | 1.124 ms | 0 - 39 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.064 ms | 0 - 47 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 | 0.95 ms | 0 - 28 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.844 ms | 0 - 38 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 | 1.893 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | EfficientNet-B0 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.737 ms | 8 - 8 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.onnx) |
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146
  Device : cs_8275 (ANDROID 14)
147
  Runtime : TFLITE
148
  Estimated inference time (ms) : 4.9
149
+ Estimated peak memory usage (MB): [0, 26]
150
  Total # Ops : 245
151
  Compute Unit(s) : npu (245 ops) gpu (0 ops) cpu (0 ops)
152
  ```
 
235
  You can also run the demo on-device.
236
 
237
  ```bash
238
+ python -m qai_hub_models.models.efficientnet_b0.demo --eval-mode on-device
239
  ```
240
 
241
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
242
  environment, please add the following to your cell (instead of the above).
243
  ```
244
+ %run -m qai_hub_models.models.efficientnet_b0.demo -- --eval-mode on-device
245
  ```
246
 
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