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ResNet18

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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. ResNet18_w8a8.dlc +1 -1
  3. precompiled/qualcomm-qcs6490-proxy/sdk_versions.yml +3 -0
  4. precompiled/qualcomm-snapdragon-x-elite/ResNet18.onnx.zip +1 -1
  5. precompiled/qualcomm-snapdragon-x-elite/ResNet18_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/resnet18).
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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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- | ResNet18 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 6.082 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_DLC | 5.887 ms | 1 - 14 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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- | ResNet18 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.978 ms | 0 - 44 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_DLC | 2.342 ms | 1 - 24 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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- | ResNet18 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.355 ms | 0 - 219 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_DLC | 1.26 ms | 0 - 82 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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- | ResNet18 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.095 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_DLC | 1.91 ms | 1 - 14 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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- | ResNet18 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 6.082 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_DLC | 5.887 ms | 1 - 14 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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- | ResNet18 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.352 ms | 0 - 225 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_DLC | 1.263 ms | 0 - 87 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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- | ResNet18 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.499 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_DLC | 2.261 ms | 0 - 17 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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- | ResNet18 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | 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 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.259 ms | 0 - 86 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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- | ResNet18 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.095 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_DLC | 1.91 ms | 1 - 14 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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- | ResNet18 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.351 ms | 0 - 218 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_DLC | 1.257 ms | 0 - 82 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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  | ResNet18 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.139 ms | 0 - 64 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 | 0.951 ms | 0 - 46 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_DLC | 0.889 ms | 1 - 24 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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  | ResNet18 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.846 ms | 0 - 24 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 | 0.776 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_DLC | 0.821 ms | 1 - 20 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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  | ResNet18 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.856 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_DLC | 1.881 ms | 74 - 74 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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  | ResNet18 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.276 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 | 1.043 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_DLC | 1.277 ms | 0 - 12 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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- | ResNet18 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.467 ms | 0 - 44 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_DLC | 0.747 ms | 0 - 38 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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- | ResNet18 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.401 ms | 0 - 5 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_DLC | 0.537 ms | 0 - 87 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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- | ResNet18 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.571 ms | 0 - 13 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_DLC | 0.706 ms | 0 - 13 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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- | ResNet18 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 1.399 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_DLC | 1.999 ms | 0 - 29 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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- | ResNet18 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 7.307 ms | 0 - 3 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 | 1.043 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_DLC | 1.277 ms | 0 - 12 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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- | ResNet18 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.4 ms | 0 - 88 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_DLC | 0.542 ms | 0 - 90 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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- | ResNet18 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 0.75 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_DLC | 0.897 ms | 0 - 16 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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- | ResNet18 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.398 ms | 0 - 88 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_DLC | 0.541 ms | 0 - 88 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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- | ResNet18 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.571 ms | 0 - 13 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_DLC | 0.706 ms | 0 - 13 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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- | ResNet18 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.405 ms | 0 - 89 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_DLC | 0.537 ms | 0 - 89 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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  | ResNet18 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.781 ms | 0 - 29 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 | 0.314 ms | 0 - 34 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_DLC | 0.414 ms | 0 - 39 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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  | ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.586 ms | 0 - 43 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 | 0.305 ms | 0 - 15 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_DLC | 0.3 ms | 0 - 18 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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  | ResNet18 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.643 ms | 0 - 24 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_DLC | 0.647 ms | 71 - 71 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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  | ResNet18 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.89 ms | 11 - 11 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_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.resnet18.export
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  ```
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- ```
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- Profiling Results
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- ------------------------------------------------------------
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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) : 6.1
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- Estimated peak memory usage (MB): [0, 16]
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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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- ```
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  ## How does this work?
 
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  [here](https://aihub.qualcomm.com/models/resnet18).
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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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+ | ResNet18 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 6.063 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_DLC | 5.887 ms | 1 - 14 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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+ | ResNet18 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.014 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_DLC | 2.342 ms | 1 - 24 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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+ | ResNet18 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.356 ms | 0 - 221 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_DLC | 1.26 ms | 0 - 82 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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+ | ResNet18 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.107 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_DLC | 1.91 ms | 1 - 14 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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+ | ResNet18 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 6.063 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_DLC | 5.887 ms | 1 - 14 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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+ | ResNet18 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.349 ms | 0 - 219 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_DLC | 1.263 ms | 0 - 87 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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+ | ResNet18 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.502 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_DLC | 2.261 ms | 0 - 17 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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+ | ResNet18 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.358 ms | 0 - 221 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_DLC | 1.259 ms | 0 - 86 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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+ | ResNet18 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.107 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_DLC | 1.91 ms | 1 - 14 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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+ | ResNet18 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.354 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_DLC | 1.257 ms | 0 - 82 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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  | ResNet18 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.139 ms | 0 - 64 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 | 0.949 ms | 0 - 46 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_DLC | 0.889 ms | 1 - 24 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
63
  | ResNet18 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.846 ms | 0 - 24 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
64
+ | ResNet18 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.879 ms | 0 - 23 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
65
  | ResNet18 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.821 ms | 1 - 20 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
66
  | ResNet18 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.856 ms | 1 - 17 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
67
  | ResNet18 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.881 ms | 74 - 74 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
68
  | ResNet18 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.276 ms | 23 - 23 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
69
+ | ResNet18 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 1.051 ms | 0 - 13 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
70
+ | ResNet18 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 1.289 ms | 0 - 13 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
71
+ | ResNet18 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.47 ms | 0 - 42 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
72
+ | ResNet18 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 0.743 ms | 0 - 40 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
73
+ | ResNet18 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.399 ms | 0 - 87 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
74
+ | ResNet18 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.535 ms | 0 - 89 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
75
+ | ResNet18 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.577 ms | 0 - 14 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
76
+ | ResNet18 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 0.704 ms | 0 - 14 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
77
+ | ResNet18 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 1.404 ms | 0 - 30 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
78
+ | ResNet18 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 2.031 ms | 0 - 28 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
79
+ | ResNet18 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 7.139 ms | 0 - 2 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
80
+ | ResNet18 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 1.051 ms | 0 - 13 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
81
+ | ResNet18 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 1.289 ms | 0 - 13 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
82
+ | ResNet18 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.408 ms | 0 - 90 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
83
+ | ResNet18 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.547 ms | 0 - 89 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
84
+ | ResNet18 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 0.756 ms | 0 - 15 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
85
+ | ResNet18 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 0.896 ms | 0 - 16 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
86
+ | ResNet18 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.395 ms | 0 - 90 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
87
+ | ResNet18 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.548 ms | 0 - 89 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
88
+ | ResNet18 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.577 ms | 0 - 14 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
89
+ | ResNet18 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 0.704 ms | 0 - 14 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
90
+ | ResNet18 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.4 ms | 0 - 88 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
91
+ | ResNet18 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.544 ms | 0 - 4 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
92
  | ResNet18 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.781 ms | 0 - 29 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx) |
93
+ | ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.313 ms | 0 - 38 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
94
+ | ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.413 ms | 0 - 35 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
95
  | ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.586 ms | 0 - 43 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx) |
96
+ | ResNet18 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.274 ms | 0 - 18 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
97
+ | ResNet18 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.308 ms | 0 - 19 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
98
  | ResNet18 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.643 ms | 0 - 24 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx) |
99
+ | ResNet18 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 0.646 ms | 71 - 71 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
100
  | ResNet18 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.89 ms | 11 - 11 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx) |
101
 
102
 
 
155
  ```bash
156
  python -m qai_hub_models.models.resnet18.export
157
  ```
158
+
 
 
 
 
 
 
 
 
 
 
159
 
160
 
161
  ## How does this work?
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