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Yolo-v5

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v0.42.0

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See https://github.com/quic/ai-hub-models/releases/v0.42.0 for changelog.

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  1. README.md +42 -40
README.md CHANGED
@@ -38,42 +38,44 @@ 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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- | Yolo-v5 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 64.064 ms | 0 - 78 MB | NPU | -- |
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- | Yolo-v5 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 64.07 ms | 4 - 82 MB | NPU | -- |
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- | Yolo-v5 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 23.633 ms | 0 - 98 MB | NPU | -- |
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- | Yolo-v5 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 26.405 ms | 5 - 57 MB | NPU | -- |
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- | Yolo-v5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 11.268 ms | 0 - 19 MB | NPU | -- |
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- | Yolo-v5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 10.941 ms | 5 - 55 MB | NPU | -- |
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- | Yolo-v5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 13.033 ms | 0 - 83 MB | NPU | -- |
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- | Yolo-v5 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 80.283 ms | 0 - 78 MB | NPU | -- |
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- | Yolo-v5 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 17.549 ms | 3 - 84 MB | NPU | -- |
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- | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 8.677 ms | 0 - 111 MB | NPU | -- |
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- | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 8.705 ms | 5 - 115 MB | NPU | -- |
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- | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.618 ms | 5 - 84 MB | NPU | -- |
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- | Yolo-v5 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 6.814 ms | 0 - 80 MB | NPU | -- |
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- | Yolo-v5 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 6.248 ms | 5 - 89 MB | NPU | -- |
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- | Yolo-v5 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 7.4 ms | 3 - 84 MB | NPU | -- |
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- | Yolo-v5 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 4.951 ms | 0 - 78 MB | NPU | -- |
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- | Yolo-v5 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 4.5 ms | 5 - 109 MB | NPU | -- |
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- | Yolo-v5 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 5.894 ms | 5 - 72 MB | NPU | -- |
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- | Yolo-v5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 11.567 ms | 66 - 66 MB | NPU | -- |
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- | Yolo-v5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.399 ms | 46 - 46 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 21.025 ms | 2 - 73 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 13.096 ms | 2 - 87 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 8.847 ms | 2 - 24 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 12.378 ms | 0 - 78 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 9.044 ms | 1 - 72 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 48.488 ms | 2 - 99 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 821.39 ms | 172 - 190 MB | CPU | -- |
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- | Yolo-v5 | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 754.241 ms | 161 - 173 MB | CPU | -- |
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- | Yolo-v5 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 5.88 ms | 2 - 90 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 8.593 ms | 1 - 123 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 4.25 ms | 0 - 74 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 5.289 ms | 1 - 101 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 3.789 ms | 2 - 78 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 3.986 ms | 1 - 96 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 9.541 ms | 45 - 45 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.914 ms | 24 - 24 MB | NPU | -- |
 
 
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@@ -88,9 +90,9 @@ pip install "qai-hub-models[yolov5]"
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  ```
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- ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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- Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
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  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
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  With this API token, you can configure your client to run models on the cloud
@@ -98,7 +100,7 @@ hosted devices.
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  ```bash
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  qai-hub configure --api_token API_TOKEN
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  ```
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- Navigate to [docs](https://app.aihub.qualcomm.com/docs/) for more information.
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@@ -209,7 +211,7 @@ With the output of the model, you can compute like PSNR, relative errors or
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  spot check the output with expected output.
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  **Note**: This on-device profiling and inference requires access to Qualcomm®
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- AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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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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+ | Yolo-v5 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 64.108 ms | 0 - 80 MB | NPU | -- |
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+ | Yolo-v5 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 63.282 ms | 0 - 90 MB | NPU | -- |
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+ | Yolo-v5 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 23.595 ms | 0 - 97 MB | NPU | -- |
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+ | Yolo-v5 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 25.517 ms | 5 - 58 MB | NPU | -- |
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+ | Yolo-v5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 11.654 ms | 0 - 20 MB | NPU | -- |
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+ | Yolo-v5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 10.877 ms | 5 - 84 MB | NPU | -- |
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+ | Yolo-v5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 13.081 ms | 0 - 79 MB | NPU | -- |
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+ | Yolo-v5 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 80.325 ms | 0 - 79 MB | NPU | -- |
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+ | Yolo-v5 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 17.048 ms | 2 - 89 MB | NPU | -- |
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+ | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 8.667 ms | 0 - 113 MB | NPU | -- |
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+ | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 8.244 ms | 5 - 163 MB | NPU | -- |
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+ | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.639 ms | 5 - 85 MB | NPU | -- |
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+ | Yolo-v5 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 6.938 ms | 0 - 82 MB | NPU | -- |
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+ | Yolo-v5 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 6.163 ms | 5 - 98 MB | NPU | -- |
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+ | Yolo-v5 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 7.541 ms | 2 - 84 MB | NPU | -- |
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+ | Yolo-v5 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 4.952 ms | 0 - 79 MB | NPU | -- |
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+ | Yolo-v5 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 4.503 ms | 5 - 110 MB | NPU | -- |
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+ | Yolo-v5 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 5.928 ms | 5 - 72 MB | NPU | -- |
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+ | Yolo-v5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 11.532 ms | 102 - 102 MB | NPU | -- |
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+ | Yolo-v5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.332 ms | 46 - 46 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 20.837 ms | 2 - 65 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 12.526 ms | 2 - 83 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 8.633 ms | 2 - 19 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 11.959 ms | 0 - 75 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 8.836 ms | 1 - 64 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 48.604 ms | 2 - 101 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 814.564 ms | 171 - 189 MB | CPU | -- |
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+ | Yolo-v5 | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 794.538 ms | 158 - 170 MB | CPU | -- |
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+ | Yolo-v5 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 5.74 ms | 2 - 81 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 8.655 ms | 2 - 128 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 4.25 ms | 2 - 74 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 5.25 ms | 0 - 101 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 12.367 ms | 2 - 82 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 819.861 ms | 160 - 178 MB | CPU | -- |
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+ | Yolo-v5 | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 3.25 ms | 2 - 73 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 3.983 ms | 2 - 95 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 9.328 ms | 64 - 64 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.945 ms | 24 - 24 MB | NPU | -- |
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  ```
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+ ## Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device
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+ Sign-in to [Qualcomm® AI Hub Workbench](https://workbench.aihub.qualcomm.com/) with your
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  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
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  With this API token, you can configure your client to run models on the cloud
 
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  ```bash
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  qai-hub configure --api_token API_TOKEN
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  ```
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+ Navigate to [docs](https://workbench.aihub.qualcomm.com/docs/) for more information.
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  spot check the output with expected output.
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  **Note**: This on-device profiling and inference requires access to Qualcomm®
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+ AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
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