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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 5.576 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 3.466 ms 5 - 214 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS8550 (Proxy) 5.398 ms 5 - 12 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS9075 7.069 ms 5 - 7 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 2.881 ms 0 - 154 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 2.381 ms 0 - 153 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X Elite 4.93 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.918 ms 0 - 154 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS6490 344.267 ms 65 - 70 MB CPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 4.789 ms 0 - 142 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS9075 5.779 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCM6690 169.623 ms 67 - 76 MB CPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.278 ms 1 - 131 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 156.125 ms 71 - 80 MB CPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.04 ms 0 - 133 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X Elite 1.771 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.225 ms 0 - 136 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS6490 60.772 ms 18 - 27 MB CPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS8550 (Proxy) 1.809 ms 0 - 5 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS9075 2.203 ms 0 - 3 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCM6690 41.45 ms 19 - 30 MB CPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.925 ms 0 - 116 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 31.536 ms 21 - 32 MB CPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.805 ms 0 - 117 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X Elite 4.026 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.698 ms 0 - 246 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8275 (Proxy) 13.578 ms 0 - 164 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 3.644 ms 5 - 114 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8775P 5.245 ms 1 - 166 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS9075 4.895 ms 5 - 11 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8450 (Proxy) 8.113 ms 5 - 190 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA7255P 13.578 ms 0 - 164 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8295P 7.924 ms 0 - 159 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 1.986 ms 5 - 205 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.729 ms 5 - 202 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X Elite 3.701 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.246 ms 2 - 73 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS6490 8.736 ms 2 - 6 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8275 (Proxy) 6.661 ms 1 - 52 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 3.34 ms 2 - 14 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8775P 3.903 ms 0 - 54 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS9075 3.711 ms 1 - 5 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCM6690 20.961 ms 2 - 169 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8450 (Proxy) 4.012 ms 2 - 74 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA7255P 6.661 ms 1 - 52 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8295P 4.569 ms 0 - 48 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.538 ms 2 - 55 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.664 ms 2 - 171 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.254 ms 2 - 60 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X Elite 1.607 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.965 ms 1 - 53 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS6490 3.619 ms 3 - 6 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8275 (Proxy) 3.222 ms 1 - 38 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 1.388 ms 1 - 3 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8775P 1.784 ms 1 - 39 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS9075 1.684 ms 1 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCM6690 8.472 ms 1 - 155 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 1.658 ms 1 - 53 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA7255P 3.222 ms 1 - 38 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8295P 2.216 ms 0 - 35 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.695 ms 1 - 36 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.526 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.584 ms 0 - 39 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.407 ms 0 - 174 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8275 (Proxy) 13.069 ms 0 - 102 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 3.267 ms 0 - 4 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8775P 4.919 ms 0 - 105 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS9075 4.599 ms 0 - 14 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8450 (Proxy) 6.245 ms 0 - 74 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA7255P 13.069 ms 0 - 102 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8295P 7.17 ms 0 - 49 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.822 ms 0 - 109 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.411 ms 0 - 110 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.908 ms 0 - 51 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS6490 3.301 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 57.151 ms 8 - 40 MB GPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 1.332 ms 0 - 2 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8775P 1.697 ms 0 - 40 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS9075 1.673 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCM6690 8.417 ms 0 - 153 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 1.619 ms 0 - 51 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA7255P 57.151 ms 8 - 40 MB GPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8295P 2.129 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.659 ms 0 - 33 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.458 ms 0 - 34 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.587 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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