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YOLOv8-Detection

Object Detection
PyTorch
real_time
android
Model card Files
xet
 Community
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YOLOv8-Detection: Optimized for Qualcomm Devices

Ultralytics YOLOv8 is a machine learning model that predicts bounding boxes and classes of objects in an image.

This is based on the implementation of YOLOv8-Detection found here. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up to run these models on a hosted Qualcomm® device.

Getting Started

Due to licensing restrictions, we cannot distribute pre-exported model assets for this model. Use the Qualcomm® AI Hub Models Python library to compile and export the model with your own:

  • Custom weights (e.g., fine-tuned checkpoints)
  • Custom input shapes
  • Target device and runtime configurations

See our repository for YOLOv8-Detection on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Model checkpoint: YOLOv8-N
  • Input resolution: 640x640
  • Number of parameters: 3.18M
  • Model size (float): 12.2 MB
  • Model size (w8a8): 3.25 MB
  • Model size (w8a16): 3.60 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
YOLOv8-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 2.522 ms 0 - 217 MB NPU
YOLOv8-Detection ONNX float Snapdragon® X2 Elite 2.975 ms 3 - 3 MB NPU
YOLOv8-Detection ONNX float Snapdragon® X Elite 6.341 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 3.598 ms 0 - 270 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS8550 (Proxy) 5.824 ms 5 - 10 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS9075 6.764 ms 5 - 7 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 2.871 ms 3 - 220 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.833 ms 0 - 70 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X2 Elite 1.986 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X Elite 4.897 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.766 ms 0 - 93 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS6490 340.129 ms 65 - 70 MB CPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 4.475 ms 3 - 7 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS9075 5.728 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCM6690 172.047 ms 65 - 73 MB CPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.022 ms 1 - 69 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 157.743 ms 72 - 80 MB CPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.649 ms 0 - 50 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X2 Elite 0.704 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X Elite 1.782 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.036 ms 0 - 69 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS6490 58.104 ms 21 - 29 MB CPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS8550 (Proxy) 1.548 ms 0 - 5 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS9075 1.839 ms 0 - 3 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCM6690 43.436 ms 21 - 32 MB CPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.749 ms 0 - 43 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 33.024 ms 20 - 31 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 3.121 ms 0 - 112 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 3.347 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 8.387 ms 3 - 3 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 5.24 ms 3 - 146 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS6490 119.243 ms 59 - 69 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS8550 (Proxy) 7.723 ms 0 - 7 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS9075 9.91 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCM6690 75.666 ms 59 - 69 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 3.902 ms 1 - 222 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 7 Gen 4 Mobile 60.604 ms 66 - 76 MB CPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.709 ms 4 - 185 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X2 Elite 2.291 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X Elite 3.988 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.709 ms 5 - 210 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8275 (Proxy) 13.579 ms 0 - 177 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 3.625 ms 5 - 7 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8775P 5.221 ms 1 - 180 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS9075 4.907 ms 5 - 11 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8450 (Proxy) 8.175 ms 5 - 190 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA7255P 13.579 ms 0 - 177 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8295P 7.883 ms 0 - 159 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.001 ms 0 - 182 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.25 ms 2 - 60 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 1.721 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X Elite 3.719 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.251 ms 2 - 72 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS6490 8.739 ms 1 - 5 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8275 (Proxy) 6.887 ms 1 - 52 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 3.332 ms 2 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8775P 3.881 ms 1 - 54 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS9075 3.726 ms 1 - 5 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCM6690 21.279 ms 2 - 173 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8450 (Proxy) 4.067 ms 2 - 73 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA7255P 6.887 ms 1 - 52 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8295P 4.6 ms 0 - 48 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.556 ms 2 - 58 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.584 ms 2 - 171 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.576 ms 1 - 40 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.866 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X Elite 1.622 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.949 ms 1 - 53 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS6490 3.57 ms 1 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8275 (Proxy) 3.278 ms 1 - 38 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 1.393 ms 0 - 13 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8775P 1.779 ms 0 - 40 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS9075 1.702 ms 3 - 5 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCM6690 8.367 ms 2 - 152 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 1.62 ms 1 - 53 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA7255P 3.278 ms 1 - 38 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8295P 2.213 ms 0 - 34 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.698 ms 1 - 36 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.521 ms 1 - 37 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.378 ms 0 - 94 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.395 ms 0 - 110 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8275 (Proxy) 52.77 ms 2 - 32 MB GPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 3.287 ms 0 - 2 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8775P 4.882 ms 0 - 85 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS9075 4.62 ms 0 - 14 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8450 (Proxy) 6.259 ms 0 - 75 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA7255P 52.77 ms 2 - 32 MB GPU
YOLOv8-Detection TFLITE float Qualcomm® SA8295P 7.214 ms 0 - 50 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.803 ms 0 - 91 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.575 ms 0 - 39 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.898 ms 0 - 52 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS6490 3.422 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 3.14 ms 0 - 36 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 1.322 ms 0 - 8 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8775P 1.741 ms 0 - 40 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS9075 1.676 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCM6690 8.44 ms 0 - 152 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 1.597 ms 0 - 52 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA7255P 3.14 ms 0 - 36 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8295P 2.166 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.661 ms 0 - 39 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.453 ms 0 - 35 MB NPU

License

  • The license for the original implementation of YOLOv8-Detection can be found here.

References

Community

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