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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® 8 Elite Gen 5 Mobile 2.529 ms 0 - 217 MB NPU
YOLOv8-Detection ONNX float Snapdragon® X2 Elite 2.969 ms 3 - 3 MB NPU
YOLOv8-Detection ONNX float Snapdragon® X Elite 6.357 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 3.594 ms 1 - 275 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS8550 (Proxy) 5.823 ms 5 - 11 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS9075 6.749 ms 5 - 7 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 2.873 ms 0 - 214 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.833 ms 0 - 70 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X2 Elite 1.987 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X Elite 4.924 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.756 ms 0 - 95 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS6490 331.942 ms 65 - 71 MB CPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 4.502 ms 2 - 7 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS9075 5.726 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCM6690 172.386 ms 66 - 74 MB CPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.023 ms 0 - 61 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 156.773 ms 72 - 80 MB CPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.648 ms 0 - 50 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X2 Elite 0.707 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X Elite 1.758 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.037 ms 0 - 65 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS6490 59.998 ms 18 - 27 MB CPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS8550 (Proxy) 1.534 ms 0 - 5 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS9075 1.849 ms 0 - 3 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCM6690 43.179 ms 21 - 31 MB CPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.748 ms 0 - 45 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 32.596 ms 21 - 30 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 3.115 ms 0 - 112 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 3.357 ms 4 - 4 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 8.365 ms 3 - 3 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 5.245 ms 3 - 147 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS6490 119.371 ms 57 - 67 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS8550 (Proxy) 7.667 ms 2 - 7 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS9075 9.918 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCM6690 75.986 ms 58 - 68 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 3.896 ms 0 - 217 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 7 Gen 4 Mobile 61.629 ms 67 - 77 MB CPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.793 ms 5 - 196 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X2 Elite 2.479 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X Elite 4.185 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.782 ms 5 - 215 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8275 (Proxy) 13.698 ms 1 - 185 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 3.818 ms 3 - 11 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8775P 5.313 ms 0 - 188 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS9075 4.907 ms 5 - 11 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8450 (Proxy) 7.742 ms 5 - 190 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA7255P 13.698 ms 1 - 185 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8295P 7.888 ms 0 - 161 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.092 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® X2 Elite 1.659 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X Elite 3.697 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.239 ms 2 - 69 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS6490 9.243 ms 2 - 5 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8275 (Proxy) 6.714 ms 0 - 50 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 3.339 ms 2 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8775P 3.897 ms 0 - 53 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS9075 3.708 ms 1 - 5 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCM6690 20.248 ms 3 - 169 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8450 (Proxy) 4.032 ms 2 - 70 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA7255P 6.714 ms 0 - 50 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8295P 4.586 ms 0 - 49 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.543 ms 2 - 60 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.587 ms 2 - 169 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.581 ms 1 - 40 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.815 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X Elite 1.6 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.949 ms 1 - 51 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS6490 3.637 ms 1 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8275 (Proxy) 3.206 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 1.375 ms 1 - 16 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8775P 1.778 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 8.491 ms 1 - 153 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 1.683 ms 1 - 52 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA7255P 3.206 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8295P 2.205 ms 0 - 35 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.68 ms 1 - 41 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.511 ms 1 - 38 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.448 ms 0 - 95 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.469 ms 0 - 106 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8275 (Proxy) 13.081 ms 0 - 77 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 3.391 ms 0 - 2 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8775P 4.97 ms 0 - 86 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS9075 4.682 ms 0 - 14 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8450 (Proxy) 6.476 ms 0 - 76 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA7255P 13.081 ms 0 - 77 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8295P 7.332 ms 0 - 53 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.864 ms 0 - 81 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.572 ms 0 - 39 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.899 ms 0 - 50 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS6490 3.544 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 3.04 ms 0 - 36 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 1.305 ms 0 - 8 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8775P 1.689 ms 0 - 39 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS9075 1.667 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCM6690 8.401 ms 0 - 152 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 1.588 ms 0 - 51 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA7255P 3.04 ms 0 - 36 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8295P 2.129 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.654 ms 0 - 40 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.444 ms 0 - 36 MB NPU

License

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

References

Community

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