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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® X Elite 6.342 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 3.606 ms 1 - 268 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS8550 (Proxy) 5.83 ms 5 - 16 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS9075 6.748 ms 5 - 7 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 2.872 ms 1 - 215 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 2.527 ms 1 - 218 MB NPU
YOLOv8-Detection ONNX float Snapdragon® X2 Elite 2.978 ms 3 - 3 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X Elite 4.917 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.763 ms 2 - 89 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS6490 336.932 ms 66 - 71 MB CPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 4.481 ms 2 - 6 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS9075 5.758 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCM6690 172.577 ms 65 - 73 MB CPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.023 ms 1 - 69 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 157.233 ms 65 - 74 MB CPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.831 ms 0 - 70 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X2 Elite 1.978 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X Elite 1.806 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.048 ms 0 - 70 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS6490 59.877 ms 20 - 29 MB CPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS8550 (Proxy) 1.542 ms 0 - 11 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS9075 1.843 ms 0 - 3 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCM6690 43.601 ms 22 - 31 MB CPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.744 ms 0 - 51 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 34.074 ms 27 - 37 MB CPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.65 ms 0 - 50 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X2 Elite 1.156 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 8.658 ms 3 - 3 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 5.515 ms 3 - 163 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS6490 119.565 ms 59 - 69 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS8550 (Proxy) 7.981 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS9075 10.28 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCM6690 76.787 ms 59 - 70 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 3.888 ms 2 - 121 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 7 Gen 4 Mobile 62.642 ms 67 - 78 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 3.361 ms 0 - 115 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 3.619 ms 4 - 4 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X Elite 3.953 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.7 ms 5 - 210 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8275 (Proxy) 13.543 ms 1 - 178 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 3.612 ms 4 - 15 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8775P 5.236 ms 1 - 181 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS9075 4.891 ms 5 - 11 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8450 (Proxy) 8.115 ms 5 - 189 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA7255P 13.543 ms 1 - 178 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8295P 7.89 ms 1 - 160 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 1.997 ms 5 - 183 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.706 ms 5 - 185 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X2 Elite 2.415 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X Elite 3.679 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.272 ms 2 - 76 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS6490 9.08 ms 2 - 6 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 3.343 ms 2 - 10 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8775P 3.916 ms 1 - 54 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS9075 3.73 ms 1 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCM6690 20.514 ms 2 - 169 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8450 (Proxy) 4.05 ms 2 - 74 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8295P 4.638 ms 0 - 49 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.559 ms 2 - 54 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.646 ms 0 - 168 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.252 ms 1 - 59 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 1.9 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X Elite 1.609 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.945 ms 1 - 52 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS6490 3.34 ms 1 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8275 (Proxy) 3.311 ms 1 - 38 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 1.393 ms 1 - 3 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8775P 1.79 ms 1 - 40 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS9075 1.707 ms 1 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCM6690 8.376 ms 1 - 156 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 1.672 ms 1 - 52 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA7255P 3.311 ms 1 - 38 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8295P 2.22 ms 1 - 36 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.708 ms 1 - 36 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.519 ms 0 - 35 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.576 ms 1 - 39 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.838 ms 1 - 1 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.394 ms 0 - 110 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8275 (Proxy) 57.706 ms 3 - 33 MB GPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 3.283 ms 0 - 3 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8775P 4.881 ms 0 - 85 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS9075 4.633 ms 0 - 14 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8450 (Proxy) 6.243 ms 0 - 74 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA7255P 57.706 ms 3 - 33 MB GPU
YOLOv8-Detection TFLITE float Qualcomm® SA8295P 7.191 ms 0 - 50 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.798 ms 0 - 91 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.382 ms 0 - 94 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.91 ms 0 - 51 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS6490 3.242 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 3.16 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 1.332 ms 0 - 8 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8775P 1.718 ms 0 - 40 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS9075 1.675 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCM6690 8.435 ms 0 - 154 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 1.583 ms 0 - 51 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA7255P 3.16 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8295P 2.144 ms 0 - 34 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.662 ms 0 - 34 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.48 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.573 ms 0 - 39 MB NPU

License

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

References

Community

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