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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. README.md +65 -65
  2. ResNet18_w8a8.onnx +2 -2
README.md CHANGED
@@ -36,67 +36,67 @@ 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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- | ResNet18 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 6.167 ms | 0 - 15 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 5.987 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNet18 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.066 ms | 0 - 46 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 2.478 ms | 1 - 25 MB | NPU | Use Export Script |
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- | ResNet18 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.422 ms | 0 - 209 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.273 ms | 1 - 2 MB | NPU | Use Export Script |
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- | ResNet18 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.209 ms | 0 - 17 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.961 ms | 0 - 15 MB | NPU | Use Export Script |
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- | ResNet18 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 6.167 ms | 0 - 15 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 5.987 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNet18 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.421 ms | 0 - 211 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.274 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNet18 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.47 ms | 0 - 17 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.288 ms | 0 - 20 MB | NPU | Use Export Script |
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- | ResNet18 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.419 ms | 0 - 209 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.274 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNet18 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.209 ms | 0 - 17 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.961 ms | 0 - 15 MB | NPU | Use Export Script |
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- | ResNet18 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.42 ms | 0 - 209 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.275 ms | 0 - 70 MB | NPU | Use Export Script |
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- | ResNet18 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.165 ms | 0 - 89 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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- | ResNet18 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.0 ms | 0 - 43 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.907 ms | 0 - 23 MB | NPU | Use Export Script |
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- | ResNet18 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.853 ms | 0 - 23 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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- | ResNet18 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.902 ms | 0 - 16 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.812 ms | 1 - 19 MB | NPU | Use Export Script |
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- | ResNet18 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.867 ms | 1 - 17 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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- | ResNet18 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.406 ms | 1 - 1 MB | NPU | Use Export Script |
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- | ResNet18 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.304 ms | 22 - 22 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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- | ResNet18 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 1.117 ms | 0 - 12 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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- | ResNet18 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1.324 ms | 0 - 10 MB | NPU | Use Export Script |
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- | ResNet18 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.549 ms | 0 - 36 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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- | ResNet18 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 0.843 ms | 0 - 42 MB | NPU | Use Export Script |
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- | ResNet18 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.413 ms | 0 - 74 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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- | ResNet18 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.554 ms | 0 - 10 MB | NPU | Use Export Script |
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- | ResNet18 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.596 ms | 0 - 15 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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- | ResNet18 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.708 ms | 0 - 14 MB | NPU | Use Export Script |
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- | ResNet18 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 1.389 ms | 0 - 29 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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- | ResNet18 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 2.163 ms | 0 - 12 MB | NPU | Use Export Script |
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- | ResNet18 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 7.101 ms | 0 - 2 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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- | ResNet18 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 1.117 ms | 0 - 12 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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- | ResNet18 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.324 ms | 0 - 10 MB | NPU | Use Export Script |
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- | ResNet18 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.421 ms | 0 - 76 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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- | ResNet18 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.547 ms | 0 - 3 MB | NPU | Use Export Script |
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- | ResNet18 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 0.766 ms | 0 - 15 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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- | ResNet18 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 0.885 ms | 0 - 17 MB | NPU | Use Export Script |
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- | ResNet18 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.415 ms | 0 - 77 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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- | ResNet18 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.548 ms | 0 - 3 MB | NPU | Use Export Script |
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- | ResNet18 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.596 ms | 0 - 15 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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- | ResNet18 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.708 ms | 0 - 14 MB | NPU | Use Export Script |
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- | ResNet18 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.424 ms | 0 - 76 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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- | ResNet18 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.548 ms | 0 - 74 MB | NPU | Use Export Script |
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- | ResNet18 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 11.908 ms | 9 - 99 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx) |
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- | ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.32 ms | 0 - 33 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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- | ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.424 ms | 0 - 40 MB | NPU | Use Export Script |
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- | ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.563 ms | 12 - 227 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx) |
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- | ResNet18 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.325 ms | 0 - 18 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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- | ResNet18 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.345 ms | 0 - 16 MB | NPU | Use Export Script |
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- | ResNet18 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 8.016 ms | 11 - 207 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx) |
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- | ResNet18 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.608 ms | 0 - 0 MB | NPU | Use Export Script |
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- | ResNet18 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.994 ms | 17 - 17 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx) |
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@@ -160,8 +160,8 @@ Profiling Results
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  ResNet18
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 6.2
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- Estimated peak memory usage (MB): [0, 15]
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  Total # Ops : 38
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  Compute Unit(s) : npu (38 ops) gpu (0 ops) cpu (0 ops)
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  ```
@@ -250,13 +250,13 @@ 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.resnet18.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.resnet18.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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+ | ResNet18 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 40.631 ms | 0 - 16 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 40.992 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNet18 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.994 ms | 0 - 45 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 2.353 ms | 1 - 24 MB | NPU | Use Export Script |
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+ | ResNet18 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.354 ms | 0 - 222 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.258 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNet18 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.106 ms | 0 - 16 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.901 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | ResNet18 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 40.631 ms | 0 - 16 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 40.992 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNet18 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.351 ms | 0 - 222 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.266 ms | 1 - 4 MB | NPU | Use Export Script |
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+ | ResNet18 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.525 ms | 0 - 20 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.313 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | ResNet18 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.353 ms | 0 - 219 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.262 ms | 1 - 12 MB | NPU | Use Export Script |
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+ | ResNet18 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.106 ms | 0 - 16 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.901 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | ResNet18 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.351 ms | 0 - 220 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.26 ms | 0 - 86 MB | NPU | Use Export Script |
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+ | ResNet18 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.169 ms | 0 - 90 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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+ | ResNet18 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.96 ms | 0 - 44 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.886 ms | 0 - 25 MB | NPU | Use Export Script |
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+ | ResNet18 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.851 ms | 1 - 23 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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+ | ResNet18 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.754 ms | 0 - 23 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.822 ms | 1 - 24 MB | NPU | Use Export Script |
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+ | ResNet18 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.862 ms | 3 - 20 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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+ | ResNet18 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.385 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | ResNet18 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.278 ms | 23 - 23 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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+ | ResNet18 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.533 ms | 0 - 12 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 4.879 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.493 ms | 0 - 34 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 0.755 ms | 0 - 37 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.422 ms | 0 - 90 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.555 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.59 ms | 0 - 14 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.708 ms | 0 - 12 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 1.41 ms | 0 - 27 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 2.067 ms | 0 - 12 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 7.312 ms | 0 - 2 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 4.533 ms | 0 - 12 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 4.879 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.422 ms | 0 - 87 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.551 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 0.786 ms | 0 - 16 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
84
+ | ResNet18 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 0.893 ms | 0 - 17 MB | NPU | Use Export Script |
85
+ | ResNet18 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.412 ms | 0 - 88 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
86
+ | ResNet18 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.545 ms | 0 - 2 MB | NPU | Use Export Script |
87
+ | ResNet18 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.59 ms | 0 - 14 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
88
+ | ResNet18 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.708 ms | 0 - 12 MB | NPU | Use Export Script |
89
+ | ResNet18 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.413 ms | 0 - 87 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
90
+ | ResNet18 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.548 ms | 0 - 88 MB | NPU | Use Export Script |
91
+ | ResNet18 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 13.194 ms | 9 - 103 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx) |
92
+ | ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.32 ms | 0 - 35 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
93
+ | ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.404 ms | 0 - 35 MB | NPU | Use Export Script |
94
+ | ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.184 ms | 11 - 254 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx) |
95
+ | ResNet18 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.287 ms | 0 - 15 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
96
+ | ResNet18 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.342 ms | 0 - 15 MB | NPU | Use Export Script |
97
+ | ResNet18 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 7.95 ms | 12 - 259 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx) |
98
+ | ResNet18 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.602 ms | 0 - 0 MB | NPU | Use Export Script |
99
+ | ResNet18 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.826 ms | 17 - 17 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx) |
100
 
101
 
102
 
 
160
  ResNet18
161
  Device : cs_8275 (ANDROID 14)
162
  Runtime : TFLITE
163
+ Estimated inference time (ms) : 40.6
164
+ Estimated peak memory usage (MB): [0, 16]
165
  Total # Ops : 38
166
  Compute Unit(s) : npu (38 ops) gpu (0 ops) cpu (0 ops)
167
  ```
 
250
  You can also run the demo on-device.
251
 
252
  ```bash
253
+ python -m qai_hub_models.models.resnet18.demo --eval-mode on-device
254
  ```
255
 
256
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
257
  environment, please add the following to your cell (instead of the above).
258
  ```
259
+ %run -m qai_hub_models.models.resnet18.demo -- --eval-mode on-device
260
  ```
261
 
262
 
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