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YOLOv8-Detection

Object Detection
PyTorch
real_time
android
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xet
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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 2.741 ms 0 - 204 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite Mobile 4.196 ms 0 - 203 MB NPU
YOLOv8-Detection ONNX float Snapdragon® X2 Elite 3.135 ms 4 - 4 MB NPU
YOLOv8-Detection ONNX float Snapdragon® X Elite 6.572 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX float Snapdragon® X Elite 6.572 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 5.439 ms 5 - 237 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS8550 (Proxy) 6.716 ms 5 - 14 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS9075 7.133 ms 5 - 7 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 4.196 ms 0 - 203 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.013 ms 2 - 73 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.259 ms 0 - 66 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X2 Elite 2.196 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X Elite 5.227 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X Elite 5.227 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.951 ms 0 - 95 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS6490 330.574 ms 65 - 70 MB CPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 4.75 ms 2 - 7 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS9075 6.087 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCM6690 172.502 ms 67 - 75 MB CPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.259 ms 0 - 66 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 157.454 ms 74 - 83 MB CPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 157.454 ms 74 - 83 MB CPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.634 ms 0 - 49 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite Mobile 0.724 ms 0 - 43 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X2 Elite 0.684 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X Elite 1.743 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X Elite 1.743 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.012 ms 0 - 64 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS6490 58.718 ms 20 - 29 MB CPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS8550 (Proxy) 1.54 ms 0 - 18 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS9075 1.812 ms 0 - 3 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCM6690 43.349 ms 21 - 31 MB CPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.724 ms 0 - 43 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 32.973 ms 19 - 30 MB CPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 32.973 ms 19 - 30 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 3.024 ms 0 - 112 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Mobile 3.594 ms 0 - 110 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 3.188 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 8.135 ms 3 - 3 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 8.135 ms 3 - 3 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 5.145 ms 3 - 138 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS6490 119.812 ms 55 - 65 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS8550 (Proxy) 7.527 ms 2 - 9 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS9075 9.668 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCM6690 75.922 ms 61 - 71 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 3.594 ms 0 - 110 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 7 Gen 4 Mobile 66.59 ms 67 - 77 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 7 Gen 4 Mobile 66.59 ms 67 - 77 MB CPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.798 ms 3 - 195 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.097 ms 0 - 189 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X2 Elite 2.568 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X Elite 4.154 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X Elite 4.154 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.774 ms 0 - 209 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8275 (Proxy) 13.715 ms 1 - 185 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 3.822 ms 2 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8775P 5.323 ms 1 - 189 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8775P 5.323 ms 1 - 189 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8775P 5.323 ms 1 - 189 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS9075 4.916 ms 7 - 13 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8450 (Proxy) 7.69 ms 5 - 190 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA7255P 13.715 ms 1 - 185 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8295P 7.872 ms 0 - 161 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.097 ms 0 - 189 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.229 ms 2 - 59 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.536 ms 2 - 55 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 1.628 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X Elite 3.711 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X Elite 3.711 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.241 ms 2 - 76 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS6490 9.179 ms 2 - 6 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8275 (Proxy) 6.739 ms 0 - 51 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 3.337 ms 2 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8775P 3.919 ms 0 - 53 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8775P 3.919 ms 0 - 53 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8775P 3.919 ms 0 - 53 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS9075 3.701 ms 2 - 6 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCM6690 20.67 ms 3 - 169 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8450 (Proxy) 4.084 ms 2 - 75 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA7255P 6.739 ms 0 - 51 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8295P 4.564 ms 0 - 49 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.536 ms 2 - 55 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.582 ms 2 - 169 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.582 ms 2 - 169 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.581 ms 0 - 39 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.683 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.81 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X Elite 1.598 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X Elite 1.598 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.941 ms 1 - 52 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS6490 3.605 ms 1 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8275 (Proxy) 3.236 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 1.371 ms 1 - 3 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8775P 1.765 ms 1 - 39 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8775P 1.765 ms 1 - 39 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8775P 1.765 ms 1 - 39 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS9075 1.688 ms 1 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCM6690 8.502 ms 1 - 156 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 1.653 ms 1 - 52 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA7255P 3.236 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8295P 2.215 ms 1 - 36 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.683 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.516 ms 0 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.516 ms 0 - 37 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.449 ms 0 - 95 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite Mobile 1.852 ms 0 - 81 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.474 ms 0 - 102 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8275 (Proxy) 13.087 ms 0 - 77 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 3.364 ms 0 - 5 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8775P 4.984 ms 0 - 86 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8775P 4.984 ms 0 - 86 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8775P 4.984 ms 0 - 86 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS9075 4.669 ms 0 - 14 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8450 (Proxy) 6.452 ms 0 - 77 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA7255P 13.087 ms 0 - 77 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8295P 7.328 ms 0 - 53 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.852 ms 0 - 81 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.572 ms 0 - 40 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.647 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.895 ms 0 - 50 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS6490 3.181 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 3.052 ms 0 - 36 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 1.324 ms 0 - 2 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8775P 1.685 ms 0 - 40 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8775P 1.685 ms 0 - 40 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8775P 1.685 ms 0 - 40 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS9075 1.657 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCM6690 8.349 ms 0 - 157 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 1.61 ms 0 - 51 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA7255P 3.052 ms 0 - 36 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8295P 2.145 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.647 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.461 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.461 ms 0 - 35 MB NPU

License

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

References

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