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v0.34.0

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See https://github.com/quic/ai-hub-models/releases/v0.34.0 for changelog.

Files changed (6) hide show
  1. README.md +42 -51
  2. ResNet50_w8a8.dlc +1 -1
  3. precompiled/qualcomm-qcs6490-proxy/sdk_versions.yml +3 -0
  4. precompiled/qualcomm-snapdragon-x-elite/ResNet50.onnx.zip +2 -2
  5. precompiled/qualcomm-snapdragon-x-elite/ResNet50_w8a8.onnx.zip +2 -2
  6. precompiled/qualcomm-snapdragon-x-elite/sdk_versions.yml +5 -0
README.md CHANGED
@@ -24,6 +24,7 @@ More details on model performance across various devices, can be found
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  [here](https://aihub.qualcomm.com/models/resnet50).
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  ### Model Details
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  - **Model Type:** Model_use_case.image_classification
@@ -36,66 +37,66 @@ 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 | 10.817 ms | 0 - 68 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_DLC | 10.678 ms | 1 - 30 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.051 ms | 0 - 72 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_DLC | 3.561 ms | 1 - 30 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.254 ms | 0 - 380 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_DLC | 2.168 ms | 1 - 11 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.479 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_DLC | 3.312 ms | 1 - 29 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 10.817 ms | 0 - 68 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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  | ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 10.678 ms | 1 - 30 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.255 ms | 0 - 382 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_DLC | 2.181 ms | 0 - 76 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.671 ms | 0 - 54 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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  | ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 3.654 ms | 1 - 27 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.258 ms | 0 - 381 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_DLC | 2.164 ms | 0 - 21 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.479 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_DLC | 3.312 ms | 1 - 29 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.246 ms | 0 - 379 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_DLC | 2.181 ms | 0 - 12 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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  | ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.165 ms | 1 - 163 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 | 1.612 ms | 0 - 88 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_DLC | 1.588 ms | 1 - 40 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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  | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.597 ms | 0 - 42 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_DLC | 1.302 ms | 0 - 34 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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  | ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.594 ms | 0 - 35 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_DLC | 2.653 ms | 154 - 154 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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  | ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.173 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 | 1.699 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_DLC | 1.983 ms | 0 - 28 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.917 ms | 0 - 56 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_DLC | 1.202 ms | 0 - 50 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.768 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_DLC | 0.897 ms | 0 - 122 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.939 ms | 0 - 26 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_DLC | 1.062 ms | 0 - 28 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 2.765 ms | 0 - 46 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_DLC | 3.9 ms | 0 - 44 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 11.742 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 | 1.699 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_DLC | 1.983 ms | 0 - 28 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.771 ms | 0 - 123 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_DLC | 0.899 ms | 0 - 124 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.244 ms | 0 - 28 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_DLC | 1.358 ms | 0 - 32 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.772 ms | 0 - 122 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_DLC | 0.898 ms | 0 - 124 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.939 ms | 0 - 26 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_DLC | 1.062 ms | 0 - 28 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.771 ms | 0 - 120 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_DLC | 0.897 ms | 0 - 124 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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  | ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.058 ms | 0 - 92 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 | 0.586 ms | 0 - 49 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_DLC | 0.688 ms | 0 - 48 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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  | ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.792 ms | 0 - 62 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 | 0.543 ms | 0 - 33 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_DLC | 0.565 ms | 0 - 30 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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  | ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.785 ms | 0 - 41 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_DLC | 0.969 ms | 116 - 116 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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  | ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.015 ms | 27 - 27 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.onnx) |
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@@ -154,17 +155,7 @@ device. This script does the following:
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  ```bash
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  python -m qai_hub_models.models.resnet50.export
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  ```
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- ```
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- Profiling Results
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- ------------------------------------------------------------
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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) : 10.8
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- Estimated peak memory usage (MB): [0, 68]
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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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- ```
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  ## How does this work?
 
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  [here](https://aihub.qualcomm.com/models/resnet50).
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+
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  ### Model Details
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  - **Model Type:** Model_use_case.image_classification
 
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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 | 10.726 ms | 0 - 68 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_DLC | 10.678 ms | 1 - 30 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.048 ms | 0 - 72 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_DLC | 3.561 ms | 1 - 30 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.241 ms | 0 - 377 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_DLC | 2.168 ms | 1 - 11 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.488 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_DLC | 3.312 ms | 1 - 29 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 10.726 ms | 0 - 68 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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  | ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 10.678 ms | 1 - 30 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.248 ms | 0 - 382 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_DLC | 2.181 ms | 0 - 76 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.696 ms | 0 - 56 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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  | ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 3.654 ms | 1 - 27 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.251 ms | 0 - 374 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_DLC | 2.164 ms | 0 - 21 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.488 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_DLC | 3.312 ms | 1 - 29 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.254 ms | 0 - 375 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_DLC | 2.181 ms | 0 - 12 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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  | ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.165 ms | 1 - 163 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 | 1.614 ms | 0 - 85 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
62
  | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.588 ms | 1 - 40 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
63
  | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.597 ms | 0 - 42 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
64
+ | ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.509 ms | 0 - 71 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
65
  | ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.302 ms | 0 - 34 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
66
  | ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.594 ms | 0 - 35 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
67
  | ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.653 ms | 154 - 154 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
68
  | ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.173 ms | 50 - 50 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
69
+ | ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 1.676 ms | 0 - 25 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
70
+ | ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 1.972 ms | 0 - 27 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
71
+ | ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.919 ms | 0 - 52 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
72
+ | ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.197 ms | 0 - 57 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
73
+ | ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.767 ms | 0 - 121 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
74
+ | ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.89 ms | 0 - 121 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
75
+ | ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.94 ms | 0 - 26 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
76
+ | ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.052 ms | 0 - 29 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
77
+ | ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 2.796 ms | 0 - 45 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
78
+ | ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 3.915 ms | 0 - 46 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
79
+ | ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 11.832 ms | 0 - 2 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
80
+ | ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 1.676 ms | 0 - 25 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
81
+ | ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 1.972 ms | 0 - 27 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
82
+ | ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.768 ms | 0 - 123 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
83
+ | ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.886 ms | 0 - 125 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
84
+ | ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.227 ms | 0 - 30 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
85
+ | ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.369 ms | 0 - 32 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
86
+ | ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.774 ms | 0 - 123 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
87
+ | ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.898 ms | 0 - 127 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
88
+ | ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.94 ms | 0 - 26 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
89
+ | ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.052 ms | 0 - 29 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
90
+ | ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.773 ms | 0 - 125 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
91
+ | ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.899 ms | 0 - 125 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
92
  | ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.058 ms | 0 - 92 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.onnx) |
93
+ | ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.597 ms | 0 - 49 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
94
+ | ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.682 ms | 0 - 50 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
95
  | ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.792 ms | 0 - 62 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.onnx) |
96
+ | ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.533 ms | 0 - 27 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
97
+ | ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.594 ms | 0 - 31 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
98
  | ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.785 ms | 0 - 41 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.onnx) |
99
+ | ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 0.98 ms | 115 - 115 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
100
  | ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.015 ms | 27 - 27 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.onnx) |
101
 
102
 
 
155
  ```bash
156
  python -m qai_hub_models.models.resnet50.export
157
  ```
158
+
 
 
 
 
 
 
 
 
 
 
159
 
160
 
161
  ## How does this work?
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