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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. ResNet50_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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- | ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 10.733 ms | 0 - 56 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 10.712 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.151 ms | 0 - 74 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 3.742 ms | 1 - 30 MB | NPU | Use Export Script |
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- | ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.261 ms | 0 - 348 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 2.188 ms | 1 - 5 MB | NPU | Use Export Script |
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- | ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.466 ms | 0 - 57 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 3.33 ms | 1 - 14 MB | NPU | Use Export Script |
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- | ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 10.733 ms | 0 - 56 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 10.712 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.263 ms | 0 - 354 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 2.19 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.7 ms | 0 - 55 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.594 ms | 0 - 18 MB | NPU | Use Export Script |
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- | ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.259 ms | 0 - 350 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.185 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.466 ms | 0 - 57 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.33 ms | 1 - 14 MB | NPU | Use Export Script |
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- | ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.265 ms | 0 - 342 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.212 ms | 0 - 10 MB | NPU | Use Export Script |
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- | ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.167 ms | 0 - 150 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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- | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.623 ms | 0 - 77 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.611 ms | 0 - 36 MB | NPU | Use Export Script |
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- | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.608 ms | 0 - 38 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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- | ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.51 ms | 0 - 60 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.257 ms | 1 - 31 MB | NPU | Use Export Script |
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- | ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.549 ms | 1 - 30 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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- | ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.282 ms | 1 - 1 MB | NPU | Use Export Script |
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- | ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.207 ms | 50 - 50 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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- | ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 1.724 ms | 0 - 26 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1.989 ms | 0 - 10 MB | NPU | Use Export Script |
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- | ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.981 ms | 0 - 55 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.284 ms | 0 - 53 MB | NPU | Use Export Script |
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- | ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.776 ms | 0 - 92 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.892 ms | 0 - 2 MB | NPU | Use Export Script |
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- | ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.942 ms | 0 - 28 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.081 ms | 0 - 15 MB | NPU | Use Export Script |
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- | ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 2.72 ms | 0 - 44 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 3.985 ms | 0 - 12 MB | NPU | Use Export Script |
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- | ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 11.802 ms | 0 - 3 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 1.724 ms | 0 - 26 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.989 ms | 0 - 10 MB | NPU | Use Export Script |
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- | ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.782 ms | 0 - 93 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.9 ms | 0 - 2 MB | NPU | Use Export Script |
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- | ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.258 ms | 0 - 29 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.381 ms | 0 - 18 MB | NPU | Use Export Script |
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- | ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.775 ms | 0 - 94 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.892 ms | 0 - 2 MB | NPU | Use Export Script |
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- | ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.942 ms | 0 - 28 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.081 ms | 0 - 15 MB | NPU | Use Export Script |
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- | ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.777 ms | 0 - 94 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.898 ms | 0 - 95 MB | NPU | Use Export Script |
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- | ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.079 ms | 0 - 131 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.onnx) |
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- | ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.592 ms | 0 - 56 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.696 ms | 0 - 49 MB | NPU | Use Export Script |
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- | ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.828 ms | 0 - 59 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.onnx) |
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- | ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.534 ms | 0 - 29 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.528 ms | 0 - 32 MB | NPU | Use Export Script |
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- | ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.813 ms | 0 - 40 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.onnx) |
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- | ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.949 ms | 0 - 0 MB | NPU | Use Export Script |
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- | ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.004 ms | 27 - 27 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.onnx) |
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@@ -160,8 +160,8 @@ Profiling Results
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  ResNet50
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 10.7
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- Estimated peak memory usage (MB): [0, 56]
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  Total # Ops : 79
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  Compute Unit(s) : npu (79 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.resnet50.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.resnet50.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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+ | ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 76.22 ms | 0 - 67 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 77.0 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.05 ms | 0 - 71 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 3.572 ms | 0 - 29 MB | NPU | Use Export Script |
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+ | ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.255 ms | 0 - 379 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 2.17 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.48 ms | 0 - 68 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 3.286 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 76.22 ms | 0 - 67 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 77.0 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.259 ms | 0 - 367 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 2.204 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.68 ms | 0 - 57 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.612 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.25 ms | 0 - 377 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.173 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.48 ms | 0 - 68 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.286 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.257 ms | 0 - 376 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.188 ms | 0 - 13 MB | NPU | Use Export Script |
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+ | ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.231 ms | 0 - 109 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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+ | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.621 ms | 0 - 85 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.582 ms | 0 - 37 MB | NPU | Use Export Script |
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+ | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.622 ms | 0 - 39 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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+ | ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.508 ms | 0 - 71 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.47 ms | 0 - 34 MB | NPU | Use Export Script |
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+ | ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.614 ms | 0 - 34 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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+ | ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.271 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.18 ms | 49 - 49 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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+ | ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 8.691 ms | 0 - 25 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 9.171 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.919 ms | 0 - 54 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.197 ms | 0 - 50 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.778 ms | 0 - 122 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.891 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.942 ms | 0 - 27 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.051 ms | 0 - 11 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 2.771 ms | 0 - 45 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 3.873 ms | 0 - 12 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 11.583 ms | 0 - 2 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 8.691 ms | 0 - 25 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 9.171 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.776 ms | 0 - 124 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.9 ms | 0 - 3 MB | NPU | Use Export Script |
83
+ | ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.226 ms | 0 - 30 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
84
+ | ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.391 ms | 0 - 17 MB | NPU | Use Export Script |
85
+ | ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.773 ms | 0 - 120 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
86
+ | ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.9 ms | 0 - 2 MB | NPU | Use Export Script |
87
+ | ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.942 ms | 0 - 27 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
88
+ | ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.051 ms | 0 - 11 MB | NPU | Use Export Script |
89
+ | ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.771 ms | 0 - 121 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
90
+ | ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.898 ms | 0 - 124 MB | NPU | Use Export Script |
91
+ | ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.05 ms | 0 - 88 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.onnx) |
92
+ | ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.594 ms | 0 - 52 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
93
+ | ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.684 ms | 0 - 50 MB | NPU | Use Export Script |
94
+ | ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.785 ms | 0 - 65 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.onnx) |
95
+ | ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.538 ms | 0 - 33 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
96
+ | ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.6 ms | 0 - 31 MB | NPU | Use Export Script |
97
+ | ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.726 ms | 0 - 38 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.onnx) |
98
+ | ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.927 ms | 0 - 0 MB | NPU | Use Export Script |
99
+ | ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.034 ms | 27 - 27 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.onnx) |
100
 
101
 
102
 
 
160
  ResNet50
161
  Device : cs_8275 (ANDROID 14)
162
  Runtime : TFLITE
163
+ Estimated inference time (ms) : 76.2
164
+ Estimated peak memory usage (MB): [0, 67]
165
  Total # Ops : 79
166
  Compute Unit(s) : npu (79 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.resnet50.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.resnet50.demo -- --eval-mode on-device
260
  ```
261
 
262
 
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