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YOLOv11-Detection

Object Detection
PyTorch
real_time
android
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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 +86 -84
README.md CHANGED
@@ -38,86 +38,88 @@ 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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- | YOLOv11-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 12.683 ms | 0 - 81 MB | NPU | -- |
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- | YOLOv11-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 12.231 ms | 2 - 99 MB | NPU | -- |
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- | YOLOv11-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 6.863 ms | 0 - 38 MB | NPU | -- |
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- | YOLOv11-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 11.568 ms | 4 - 43 MB | NPU | -- |
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- | YOLOv11-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.745 ms | 0 - 86 MB | NPU | -- |
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- | YOLOv11-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.646 ms | 2 - 86 MB | NPU | -- |
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- | YOLOv11-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 5.478 ms | 0 - 56 MB | NPU | -- |
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- | YOLOv11-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 5.104 ms | 0 - 80 MB | NPU | -- |
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- | YOLOv11-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 5.092 ms | 1 - 97 MB | NPU | -- |
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- | YOLOv11-Detection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 12.683 ms | 0 - 81 MB | NPU | -- |
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- | YOLOv11-Detection | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 12.231 ms | 2 - 99 MB | NPU | -- |
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- | YOLOv11-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.749 ms | 0 - 62 MB | NPU | -- |
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- | YOLOv11-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.653 ms | 2 - 82 MB | NPU | -- |
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- | YOLOv11-Detection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 8.077 ms | 0 - 33 MB | NPU | -- |
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- | YOLOv11-Detection | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 7.987 ms | 3 - 38 MB | NPU | -- |
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- | YOLOv11-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.762 ms | 0 - 79 MB | NPU | -- |
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- | YOLOv11-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.658 ms | 5 - 88 MB | NPU | -- |
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- | YOLOv11-Detection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 5.104 ms | 0 - 80 MB | NPU | -- |
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- | YOLOv11-Detection | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 5.092 ms | 1 - 97 MB | NPU | -- |
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- | YOLOv11-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.731 ms | 0 - 157 MB | NPU | -- |
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- | YOLOv11-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.63 ms | 5 - 236 MB | NPU | -- |
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- | YOLOv11-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.696 ms | 0 - 105 MB | NPU | -- |
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- | YOLOv11-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 2.074 ms | 0 - 87 MB | NPU | -- |
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- | YOLOv11-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 2.003 ms | 5 - 100 MB | NPU | -- |
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- | YOLOv11-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 3.577 ms | 3 - 89 MB | NPU | -- |
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- | YOLOv11-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 1.687 ms | 0 - 84 MB | NPU | -- |
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- | YOLOv11-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.59 ms | 2 - 121 MB | NPU | -- |
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- | YOLOv11-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 2.7 ms | 0 - 65 MB | NPU | -- |
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- | YOLOv11-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.078 ms | 140 - 140 MB | NPU | -- |
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- | YOLOv11-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.768 ms | 5 - 5 MB | NPU | -- |
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- | YOLOv11-Detection | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 7.676 ms | 2 - 36 MB | NPU | -- |
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- | YOLOv11-Detection | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 4.264 ms | 2 - 14 MB | NPU | -- |
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- | YOLOv11-Detection | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.865 ms | 1 - 35 MB | NPU | -- |
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- | YOLOv11-Detection | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 7.676 ms | 2 - 36 MB | NPU | -- |
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- | YOLOv11-Detection | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 4.265 ms | 2 - 14 MB | NPU | -- |
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- | YOLOv11-Detection | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 4.256 ms | 3 - 15 MB | NPU | -- |
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- | YOLOv11-Detection | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.865 ms | 1 - 35 MB | NPU | -- |
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- | YOLOv11-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.934 ms | 2 - 49 MB | NPU | -- |
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- | YOLOv11-Detection | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 2.107 ms | 2 - 45 MB | NPU | -- |
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- | YOLOv11-Detection | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.832 ms | 2 - 46 MB | NPU | -- |
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- | YOLOv11-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.617 ms | 0 - 0 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.538 ms | 0 - 26 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 3.325 ms | 1 - 27 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.909 ms | 0 - 37 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.822 ms | 1 - 37 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.723 ms | 0 - 13 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.591 ms | 1 - 15 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.217 ms | 0 - 25 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.014 ms | 1 - 27 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.972 ms | 0 - 36 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 4.851 ms | 1 - 37 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 62.309 ms | 0 - 11 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.538 ms | 0 - 26 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 3.325 ms | 1 - 27 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.725 ms | 0 - 13 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.59 ms | 1 - 15 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.603 ms | 0 - 32 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.393 ms | 1 - 34 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.723 ms | 0 - 13 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.589 ms | 1 - 15 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.217 ms | 0 - 25 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.014 ms | 1 - 27 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.146 ms | 0 - 32 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.072 ms | 1 - 34 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 0.874 ms | 0 - 28 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 0.792 ms | 1 - 35 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 0.832 ms | 0 - 30 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.733 ms | 1 - 32 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.828 ms | 4 - 4 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8_mixed_int16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.107 ms | 2 - 33 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8_mixed_int16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.204 ms | 2 - 11 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8_mixed_int16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.795 ms | 2 - 31 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8_mixed_int16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.107 ms | 2 - 33 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8_mixed_int16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.189 ms | 2 - 13 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8_mixed_int16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.203 ms | 2 - 12 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8_mixed_int16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.795 ms | 2 - 31 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8_mixed_int16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.279 ms | 2 - 41 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8_mixed_int16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.702 ms | 2 - 40 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8_mixed_int16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.507 ms | 2 - 44 MB | NPU | -- |
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- | YOLOv11-Detection | w8a8_mixed_int16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.516 ms | 0 - 0 MB | NPU | -- |
 
 
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@@ -132,9 +134,9 @@ pip install "qai-hub-models[yolov11-det]"
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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
@@ -142,7 +144,7 @@ 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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@@ -253,7 +255,7 @@ 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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+ | YOLOv11-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 12.833 ms | 0 - 80 MB | NPU | -- |
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+ | YOLOv11-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 12.21 ms | 0 - 98 MB | NPU | -- |
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+ | YOLOv11-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 6.983 ms | 0 - 43 MB | NPU | -- |
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+ | YOLOv11-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 7.689 ms | 5 - 42 MB | NPU | -- |
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+ | YOLOv11-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.868 ms | 0 - 74 MB | NPU | -- |
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+ | YOLOv11-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.652 ms | 5 - 79 MB | NPU | -- |
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+ | YOLOv11-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 5.441 ms | 1 - 54 MB | NPU | -- |
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+ | YOLOv11-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 21.166 ms | 0 - 80 MB | NPU | -- |
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+ | YOLOv11-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 5.107 ms | 2 - 99 MB | NPU | -- |
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+ | YOLOv11-Detection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 12.833 ms | 0 - 80 MB | NPU | -- |
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+ | YOLOv11-Detection | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 12.21 ms | 0 - 98 MB | NPU | -- |
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+ | YOLOv11-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.868 ms | 0 - 75 MB | NPU | -- |
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+ | YOLOv11-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.646 ms | 4 - 79 MB | NPU | -- |
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+ | YOLOv11-Detection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 8.18 ms | 0 - 34 MB | NPU | -- |
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+ | YOLOv11-Detection | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 8.167 ms | 0 - 39 MB | NPU | -- |
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+ | YOLOv11-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.868 ms | 0 - 80 MB | NPU | -- |
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+ | YOLOv11-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.659 ms | 2 - 83 MB | NPU | -- |
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+ | YOLOv11-Detection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 21.166 ms | 0 - 80 MB | NPU | -- |
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+ | YOLOv11-Detection | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 5.107 ms | 2 - 99 MB | NPU | -- |
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+ | YOLOv11-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.784 ms | 0 - 150 MB | NPU | -- |
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+ | YOLOv11-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.642 ms | 0 - 231 MB | NPU | -- |
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+ | YOLOv11-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.707 ms | 3 - 106 MB | NPU | -- |
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+ | YOLOv11-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 2.193 ms | 0 - 90 MB | NPU | -- |
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+ | YOLOv11-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 2.12 ms | 5 - 105 MB | NPU | -- |
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+ | YOLOv11-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 3.598 ms | 2 - 88 MB | NPU | -- |
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+ | YOLOv11-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 1.755 ms | 0 - 85 MB | NPU | -- |
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+ | YOLOv11-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.587 ms | 5 - 125 MB | NPU | -- |
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+ | YOLOv11-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 2.693 ms | 3 - 68 MB | NPU | -- |
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+ | YOLOv11-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.081 ms | 137 - 137 MB | NPU | -- |
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+ | YOLOv11-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.75 ms | 5 - 5 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 7.69 ms | 1 - 33 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 4.248 ms | 2 - 12 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.872 ms | 0 - 32 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 7.69 ms | 1 - 33 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 4.248 ms | 2 - 13 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 4.24 ms | 2 - 12 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.872 ms | 0 - 32 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.91 ms | 2 - 51 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 2.122 ms | 2 - 44 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 4.469 ms | 2 - 43 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.849 ms | 2 - 48 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.561 ms | 0 - 0 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 3.352 ms | 1 - 28 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.904 ms | 0 - 36 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.852 ms | 1 - 36 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.739 ms | 0 - 13 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.595 ms | 1 - 15 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.217 ms | 0 - 27 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.028 ms | 1 - 28 MB | NPU | -- |
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+ | YOLOv11-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 4.14 ms | 0 - 38 MB | NPU | -- |
91
+ | YOLOv11-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 5.678 ms | 1 - 38 MB | NPU | -- |
92
+ | YOLOv11-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 66.432 ms | 2 - 13 MB | NPU | -- |
93
+ | YOLOv11-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 3.352 ms | 1 - 28 MB | NPU | -- |
94
+ | YOLOv11-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.733 ms | 0 - 13 MB | NPU | -- |
95
+ | YOLOv11-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.602 ms | 0 - 13 MB | NPU | -- |
96
+ | YOLOv11-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.611 ms | 0 - 32 MB | NPU | -- |
97
+ | YOLOv11-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.417 ms | 1 - 35 MB | NPU | -- |
98
+ | YOLOv11-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.743 ms | 0 - 13 MB | NPU | -- |
99
+ | YOLOv11-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.596 ms | 1 - 14 MB | NPU | -- |
100
+ | YOLOv11-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.217 ms | 0 - 27 MB | NPU | -- |
101
+ | YOLOv11-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.028 ms | 1 - 28 MB | NPU | -- |
102
+ | YOLOv11-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.153 ms | 0 - 37 MB | NPU | -- |
103
+ | YOLOv11-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.072 ms | 1 - 42 MB | NPU | -- |
104
+ | YOLOv11-Detection | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 0.877 ms | 0 - 30 MB | NPU | -- |
105
+ | YOLOv11-Detection | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 0.795 ms | 1 - 32 MB | NPU | -- |
106
+ | YOLOv11-Detection | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | TFLITE | 1.956 ms | 0 - 34 MB | NPU | -- |
107
+ | YOLOv11-Detection | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 1.722 ms | 1 - 37 MB | NPU | -- |
108
+ | YOLOv11-Detection | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 0.833 ms | 0 - 36 MB | NPU | -- |
109
+ | YOLOv11-Detection | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.735 ms | 1 - 38 MB | NPU | -- |
110
+ | YOLOv11-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.872 ms | 1 - 1 MB | NPU | -- |
111
+ | YOLOv11-Detection | w8a8_mixed_int16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.046 ms | 1 - 32 MB | NPU | -- |
112
+ | YOLOv11-Detection | w8a8_mixed_int16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.205 ms | 2 - 12 MB | NPU | -- |
113
+ | YOLOv11-Detection | w8a8_mixed_int16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.804 ms | 1 - 32 MB | NPU | -- |
114
+ | YOLOv11-Detection | w8a8_mixed_int16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.046 ms | 1 - 32 MB | NPU | -- |
115
+ | YOLOv11-Detection | w8a8_mixed_int16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.22 ms | 2 - 12 MB | NPU | -- |
116
+ | YOLOv11-Detection | w8a8_mixed_int16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.206 ms | 2 - 12 MB | NPU | -- |
117
+ | YOLOv11-Detection | w8a8_mixed_int16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.804 ms | 1 - 32 MB | NPU | -- |
118
+ | YOLOv11-Detection | w8a8_mixed_int16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.271 ms | 2 - 47 MB | NPU | -- |
119
+ | YOLOv11-Detection | w8a8_mixed_int16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.7 ms | 2 - 37 MB | NPU | -- |
120
+ | YOLOv11-Detection | w8a8_mixed_int16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 3.15 ms | 2 - 38 MB | NPU | -- |
121
+ | YOLOv11-Detection | w8a8_mixed_int16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.516 ms | 2 - 44 MB | NPU | -- |
122
+ | YOLOv11-Detection | w8a8_mixed_int16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.478 ms | 1 - 1 MB | NPU | -- |
123
 
124
 
125
 
 
134
  ```
135
 
136
 
137
+ ## Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device
138
 
139
+ Sign-in to [Qualcomm® AI Hub Workbench](https://workbench.aihub.qualcomm.com/) with your
140
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
141
 
142
  With this API token, you can configure your client to run models on the cloud
 
144
  ```bash
145
  qai-hub configure --api_token API_TOKEN
146
  ```
147
+ Navigate to [docs](https://workbench.aihub.qualcomm.com/docs/) for more information.
148
 
149
 
150
 
 
255
  spot check the output with expected output.
256
 
257
  **Note**: This on-device profiling and inference requires access to Qualcomm®
258
+ AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
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