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YOLOv8-Detection

Object Detection
PyTorch
real_time
android
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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:

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

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 For Galaxy Mobile 2.654 ms 1 - 213 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 2.891 ms 0 - 185 MB NPU
YOLOv8-Detection ONNX float Snapdragon® X2 Elite 2.957 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX float Snapdragon® X Elite 6.007 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 3.62 ms 1 - 232 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 9.89 ms 5 - 198 MB NPU
YOLOv8-Detection ONNX float Qualcomm® Dragonwing™ IQ-8275 6.5 ms 5 - 9 MB NPU
YOLOv8-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.718 ms 5 - 7 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS8450 9.89 ms 5 - 198 MB NPU
YOLOv8-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 7.06 ms 5 - 8 MB NPU
YOLOv8-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.007 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 2.891 ms 0 - 185 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.976 ms 1 - 79 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.207 ms 2 - 78 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X2 Elite 2.135 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X Elite 4.978 ms 1 - 1 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.916 ms 0 - 96 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 5.801 ms 3 - 97 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 18.671 ms 2 - 6 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 4.201 ms 2 - 6 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.737 ms 2 - 6 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS8450 5.801 ms 3 - 97 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 5.083 ms 2 - 6 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.978 ms 1 - 1 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 34.301 ms 3 - 184 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 6.458 ms 3 - 178 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.207 ms 2 - 78 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 6.458 ms 3 - 178 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.629 ms 0 - 53 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.722 ms 0 - 56 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X2 Elite 0.666 ms 1 - 1 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X Elite 1.579 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.013 ms 0 - 70 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1.807 ms 0 - 73 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 4.709 ms 1 - 4 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 1.582 ms 0 - 4 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.515 ms 0 - 5 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS8450 1.807 ms 0 - 73 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 1.72 ms 0 - 3 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.579 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 9.551 ms 1 - 166 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 1.905 ms 0 - 158 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.722 ms 0 - 56 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 1.905 ms 0 - 158 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.805 ms 0 - 221 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 3.084 ms 1 - 205 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 3.053 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 6.59 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 4.372 ms 3 - 236 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 6.124 ms 2 - 6 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.27 ms 2 - 7 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 6.694 ms 2 - 6 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-X7181 6.59 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ Q-8750 3.084 ms 1 - 205 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.754 ms 5 - 184 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.147 ms 0 - 171 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X2 Elite 2.357 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X Elite 4.158 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.794 ms 0 - 193 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 7.31 ms 5 - 187 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.152 ms 5 - 12 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.822 ms 3 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8775P 5.372 ms 0 - 170 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8650P 5.372 ms 0 - 170 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8255P 5.372 ms 0 - 170 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8450 7.31 ms 5 - 187 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.174 ms 5 - 12 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.158 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.147 ms 0 - 171 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8295P 7.965 ms 0 - 157 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.298 ms 2 - 60 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.513 ms 2 - 56 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 1.687 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X Elite 3.668 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.24 ms 2 - 73 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 4.027 ms 2 - 79 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 10.52 ms 4 - 9 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 3.278 ms 0 - 6 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.312 ms 2 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8775P 3.896 ms 0 - 58 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8650P 3.896 ms 0 - 58 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8255P 3.896 ms 0 - 58 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8450 4.027 ms 2 - 79 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 3.645 ms 1 - 6 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 3.668 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 19.176 ms 3 - 170 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 3.922 ms 2 - 164 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.513 ms 2 - 56 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8295P 4.484 ms 0 - 53 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 3.922 ms 2 - 164 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.587 ms 1 - 42 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.7 ms 0 - 39 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.868 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X Elite 1.599 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.935 ms 1 - 55 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1.595 ms 1 - 61 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 3.816 ms 1 - 5 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 1.444 ms 1 - 5 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.376 ms 1 - 3 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8775P 1.774 ms 0 - 44 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8650P 1.774 ms 0 - 44 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8255P 1.774 ms 0 - 44 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8450 1.595 ms 1 - 61 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 1.54 ms 1 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.599 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 8.427 ms 1 - 153 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 1.517 ms 1 - 41 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.7 ms 0 - 39 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8295P 2.063 ms 0 - 38 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.517 ms 1 - 41 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.485 ms 0 - 76 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.812 ms 0 - 72 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.409 ms 0 - 82 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 6.406 ms 0 - 80 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 4.656 ms 0 - 16 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.404 ms 0 - 16 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8775P 4.907 ms 0 - 67 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8650P 4.907 ms 0 - 67 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8255P 4.907 ms 0 - 67 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8450 6.406 ms 0 - 80 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 4.72 ms 0 - 15 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 1.812 ms 0 - 72 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA7255P 12.956 ms 0 - 63 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8295P 7.185 ms 0 - 52 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.582 ms 0 - 40 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.66 ms 0 - 43 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.886 ms 0 - 55 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.56 ms 0 - 59 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 3.625 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 1.383 ms 0 - 8 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.302 ms 0 - 2 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8775P 1.655 ms 0 - 43 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8650P 1.655 ms 0 - 43 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8255P 1.655 ms 0 - 43 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8450 1.56 ms 0 - 59 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.483 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 8.386 ms 0 - 147 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.446 ms 0 - 39 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.66 ms 0 - 43 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA7255P 3.02 ms 0 - 39 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8295P 1.996 ms 0 - 37 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.446 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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