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YOLOv8-Detection

Object Detection
PyTorch
real_time
android
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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® X2 Elite 2.982 ms 3 - 3 MB NPU
YOLOv8-Detection ONNX float Snapdragon® X Elite 6.413 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 3.594 ms 1 - 276 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS8550 (Proxy) 5.833 ms 5 - 15 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS9075 6.763 ms 5 - 7 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 2.875 ms 0 - 213 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 2.523 ms 0 - 217 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X2 Elite 1.99 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X Elite 4.916 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.754 ms 2 - 96 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS6490 334.407 ms 64 - 69 MB CPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 4.465 ms 2 - 7 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS9075 5.718 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCM6690 171.943 ms 65 - 74 MB CPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.027 ms 0 - 65 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 158.047 ms 68 - 76 MB CPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.835 ms 0 - 71 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X2 Elite 0.705 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X Elite 1.764 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.036 ms 0 - 65 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS6490 58.165 ms 20 - 28 MB CPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS8550 (Proxy) 1.532 ms 0 - 16 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS9075 1.832 ms 0 - 3 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCM6690 43.275 ms 21 - 31 MB CPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.753 ms 0 - 52 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 33.391 ms 25 - 35 MB CPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.646 ms 0 - 51 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 3.368 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 8.355 ms 3 - 3 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 5.239 ms 3 - 146 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS6490 118.055 ms 59 - 69 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS8550 (Proxy) 7.694 ms 0 - 10 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS9075 9.931 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCM6690 75.866 ms 57 - 69 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 3.892 ms 2 - 224 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 7 Gen 4 Mobile 67.628 ms 66 - 76 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 3.121 ms 0 - 112 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X2 Elite 2.409 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X Elite 4.006 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.709 ms 0 - 204 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8275 (Proxy) 13.564 ms 0 - 177 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 3.607 ms 5 - 20 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8775P 21.268 ms 0 - 178 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS9075 4.919 ms 5 - 11 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8450 (Proxy) 8.099 ms 5 - 190 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA7255P 13.564 ms 0 - 177 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8295P 7.903 ms 0 - 159 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.006 ms 0 - 179 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.836 ms 4 - 185 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 1.707 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 2.259 ms 0 - 74 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS6490 8.665 ms 2 - 6 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8275 (Proxy) 6.887 ms 0 - 51 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 3.334 ms 2 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8775P 3.911 ms 0 - 54 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS9075 3.728 ms 2 - 6 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCM6690 19.554 ms 2 - 169 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8450 (Proxy) 3.995 ms 2 - 73 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA7255P 6.887 ms 0 - 51 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8295P 4.613 ms 1 - 50 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.554 ms 2 - 54 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.689 ms 2 - 170 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.251 ms 2 - 60 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.837 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X Elite 1.605 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.942 ms 1 - 53 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS6490 3.454 ms 1 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8275 (Proxy) 3.291 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 1.388 ms 1 - 3 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8775P 1.792 ms 1 - 40 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS9075 1.699 ms 3 - 6 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCM6690 8.475 ms 1 - 153 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 1.658 ms 1 - 53 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA7255P 3.291 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8295P 2.222 ms 0 - 34 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.698 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.507 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.578 ms 1 - 39 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.397 ms 0 - 110 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8275 (Proxy) 12.92 ms 0 - 78 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 3.269 ms 0 - 3 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8775P 4.873 ms 0 - 84 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS9075 4.622 ms 0 - 14 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8450 (Proxy) 6.233 ms 0 - 79 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA7255P 12.92 ms 0 - 78 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8295P 7.192 ms 0 - 50 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.797 ms 0 - 81 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.376 ms 0 - 94 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.898 ms 0 - 52 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS6490 3.653 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 3.154 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 1.318 ms 0 - 10 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8775P 6.807 ms 0 - 37 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS9075 1.676 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCM6690 8.352 ms 0 - 151 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 1.612 ms 0 - 52 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA7255P 3.154 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8295P 2.161 ms 0 - 34 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.661 ms 0 - 34 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.481 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.574 ms 0 - 40 MB NPU

License

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

References

Community

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