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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:

  • 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® X2 Elite 3.107 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX float Snapdragon® X Elite 6.592 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 5.366 ms 5 - 227 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 13.457 ms 5 - 204 MB NPU
YOLOv8-Detection ONNX float Qualcomm® Dragonwing™ IQ-8275 8.249 ms 5 - 8 MB NPU
YOLOv8-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.884 ms 5 - 12 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS8450 13.457 ms 5 - 204 MB NPU
YOLOv8-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 8.076 ms 5 - 7 MB NPU
YOLOv8-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.592 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 4.239 ms 1 - 196 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite Mobile 4.239 ms 1 - 196 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 2.836 ms 1 - 217 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X2 Elite 2.152 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X Elite 5.046 ms 1 - 1 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.916 ms 0 - 91 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 6.085 ms 3 - 93 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 16.0 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 4.252 ms 2 - 6 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.794 ms 2 - 7 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS8450 6.085 ms 3 - 93 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 5.212 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.046 ms 1 - 1 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 27.563 ms 3 - 194 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 6.568 ms 3 - 183 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.235 ms 1 - 71 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.235 ms 1 - 71 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.029 ms 0 - 75 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 6.568 ms 3 - 183 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X2 Elite 0.666 ms 1 - 1 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X Elite 1.6 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.016 ms 0 - 71 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1.83 ms 0 - 69 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 10.54 ms 1 - 4 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 1.573 ms 0 - 4 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.529 ms 0 - 5 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS8450 1.83 ms 0 - 69 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 1.721 ms 0 - 3 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.6 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 10.096 ms 1 - 171 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 1.914 ms 0 - 163 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.724 ms 0 - 53 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite Mobile 0.724 ms 0 - 53 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.628 ms 0 - 53 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 1.914 ms 0 - 163 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 2.801 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 6.604 ms 3 - 3 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 4.273 ms 3 - 132 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 6.091 ms 2 - 6 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.282 ms 0 - 6 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 6.821 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-X7181 6.604 ms 3 - 3 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ Q-8750 2.98 ms 0 - 98 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Mobile 2.98 ms 0 - 98 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 2.679 ms 1 - 116 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X2 Elite 2.404 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X Elite 4.26 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 Snapdragon® 8 Gen 1 Mobile 7.749 ms 5 - 193 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.085 ms 5 - 12 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.781 ms 5 - 6 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8775P 5.336 ms 0 - 190 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8650P 5.336 ms 0 - 190 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8255P 5.336 ms 0 - 190 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8450 7.749 ms 5 - 193 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.074 ms 5 - 11 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.26 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.09 ms 0 - 191 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA7255P 13.778 ms 0 - 185 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8295P 7.854 ms 0 - 161 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.09 ms 0 - 191 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.849 ms 5 - 197 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 1.706 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X Elite 3.738 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.259 ms 2 - 74 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 4.096 ms 2 - 73 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 12.419 ms 0 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 3.254 ms 2 - 7 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.334 ms 2 - 105 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8775P 3.89 ms 0 - 54 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8650P 3.89 ms 0 - 54 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8255P 3.89 ms 0 - 54 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8450 4.096 ms 2 - 73 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 3.658 ms 1 - 5 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 3.738 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 21.527 ms 16 - 181 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.539 ms 2 - 169 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.537 ms 2 - 55 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA7255P 6.712 ms 1 - 51 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8295P 4.585 ms 0 - 48 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.537 ms 2 - 55 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.245 ms 2 - 57 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.539 ms 2 - 169 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.817 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X Elite 1.606 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.953 ms 1 - 51 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1.638 ms 1 - 55 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 4.516 ms 3 - 6 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 1.454 ms 1 - 5 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.38 ms 1 - 20 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8775P 1.763 ms 1 - 39 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8650P 1.763 ms 1 - 39 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8255P 1.763 ms 1 - 39 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8450 1.638 ms 1 - 55 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 1.566 ms 1 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.606 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 8.489 ms 1 - 156 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 1.516 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.68 ms 0 - 36 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA7255P 3.209 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8295P 2.201 ms 0 - 35 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.68 ms 0 - 36 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.585 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.516 ms 1 - 37 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.47 ms 0 - 105 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 6.51 ms 0 - 79 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 4.714 ms 0 - 15 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.36 ms 0 - 2 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8775P 4.988 ms 0 - 84 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8650P 4.988 ms 0 - 84 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8255P 4.988 ms 0 - 84 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8450 6.51 ms 0 - 79 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 4.766 ms 0 - 14 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 1.863 ms 0 - 81 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA7255P 13.101 ms 0 - 75 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8295P 7.314 ms 0 - 53 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite Mobile 1.863 ms 0 - 81 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.505 ms 0 - 88 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.898 ms 0 - 50 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.59 ms 0 - 54 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 4.345 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 1.387 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.308 ms 0 - 2 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8775P 1.697 ms 0 - 39 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8650P 1.697 ms 0 - 39 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8255P 1.697 ms 0 - 39 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8450 1.59 ms 0 - 54 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.515 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 8.39 ms 0 - 151 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.435 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.648 ms 0 - 39 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA7255P 3.066 ms 0 - 36 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8295P 2.137 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.648 ms 0 - 39 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.576 ms 0 - 37 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.435 ms 0 - 35 MB NPU

License

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

References

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