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YOLOv8-Detection

Object Detection
PyTorch
real_time
android
Model card Files
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® X2 Elite 3.122 ms 208 - 208 MB NPU
YOLOv8-Detection ONNX float Snapdragon® X Elite 6.529 ms 176 - 176 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 5.37 ms 5 - 217 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 13.5 ms 1 - 187 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS8550 (Proxy) 6.874 ms 5 - 17 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS8450 13.5 ms 1 - 187 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite Mobile 4.248 ms 0 - 196 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 2.804 ms 3 - 214 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS9075 7.068 ms 5 - 50 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS8750 4.248 ms 0 - 196 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS7181 6.529 ms 176 - 176 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X2 Elite 2.159 ms 210 - 210 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X Elite 5.05 ms 178 - 178 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.919 ms 0 - 83 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 6.15 ms 3 - 84 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS6490 12.102 ms 1 - 48 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 4.824 ms 1 - 14 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS8450 6.15 ms 3 - 84 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.022 ms 1 - 71 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.232 ms 0 - 71 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS9075 6.074 ms 1 - 48 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 6.547 ms 3 - 180 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCM6690 26.706 ms 3 - 190 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS7790 6.547 ms 3 - 180 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS8750 2.232 ms 0 - 71 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS7181 5.05 ms 178 - 178 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X2 Elite 0.671 ms 212 - 212 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X Elite 1.6 ms 148 - 148 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.012 ms 0 - 62 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1.838 ms 0 - 63 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS6490 4.504 ms 0 - 48 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS8550 (Proxy) 1.553 ms 0 - 6 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS8450 1.838 ms 0 - 63 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS9075 1.823 ms 0 - 48 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCM6690 10.114 ms 1 - 166 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 1.918 ms 0 - 160 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.629 ms 0 - 49 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite Mobile 0.723 ms 0 - 47 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS7790 1.918 ms 0 - 160 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS8750 0.723 ms 0 - 47 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS7181 1.6 ms 148 - 148 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 3.183 ms 178 - 178 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 6.918 ms 179 - 179 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 4.481 ms 0 - 236 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS8550 (Proxy) 6.548 ms 2 - 7 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Mobile 3.181 ms 1 - 218 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 3.012 ms 0 - 230 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS9075 9.535 ms 0 - 48 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS8750 3.181 ms 1 - 218 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS7181 6.918 ms 179 - 179 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X2 Elite 2.508 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X Elite 4.213 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.779 ms 0 - 209 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 7.718 ms 4 - 192 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8275 13.691 ms 1 - 185 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 3.774 ms 3 - 4 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8450 7.718 ms 4 - 192 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.084 ms 5 - 196 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA7255P 13.691 ms 1 - 185 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8295P 7.861 ms 1 - 162 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.812 ms 5 - 198 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS9075 4.908 ms 5 - 11 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8750 2.084 ms 5 - 196 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS7181 4.213 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 1.676 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 2.251 ms 2 - 74 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 3.996 ms 2 - 77 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS6490 8.9 ms 4 - 8 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8275 6.725 ms 0 - 52 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 3.333 ms 2 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8450 3.996 ms 2 - 77 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.237 ms 2 - 61 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.533 ms 2 - 55 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS9075 3.719 ms 4 - 8 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.636 ms 2 - 169 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCM6690 21.856 ms 2 - 173 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8295P 4.587 ms 0 - 48 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA7255P 6.725 ms 0 - 52 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS7790 4.636 ms 2 - 169 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8750 1.533 ms 2 - 55 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS7181 3.738 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.814 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X Elite 1.581 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.944 ms 1 - 51 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1.625 ms 1 - 53 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS6490 3.627 ms 0 - 3 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8275 3.185 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 1.393 ms 1 - 38 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8450 1.625 ms 1 - 53 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS9075 1.692 ms 1 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA7255P 3.185 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCM6690 8.492 ms 1 - 153 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.509 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8295P 2.203 ms 1 - 36 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.584 ms 1 - 38 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.682 ms 0 - 40 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS7790 1.509 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8750 0.682 ms 0 - 40 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS7181 1.581 ms 1 - 1 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.473 ms 0 - 105 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 6.528 ms 0 - 84 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8275 13.085 ms 0 - 75 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 3.357 ms 0 - 2 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8775P 22.543 ms 2 - 33 MB GPU
YOLOv8-Detection TFLITE float Qualcomm® SA8650P 22.543 ms 2 - 33 MB GPU
YOLOv8-Detection TFLITE float Qualcomm® SA8255P 22.543 ms 2 - 33 MB GPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8450 6.528 ms 0 - 84 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite Mobile 1.867 ms 0 - 90 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA7255P 13.085 ms 0 - 75 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8295P 7.322 ms 0 - 53 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.468 ms 0 - 87 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS9075 4.691 ms 0 - 14 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8750 1.867 ms 0 - 90 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.899 ms 0 - 50 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.586 ms 0 - 53 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS6490 3.233 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8275 3.052 ms 0 - 36 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 1.304 ms 0 - 1 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8775P 25.352 ms 2 - 33 MB GPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8650P 25.352 ms 2 - 33 MB GPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8255P 25.352 ms 2 - 33 MB GPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8450 1.586 ms 0 - 53 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS9075 1.66 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA7255P 3.052 ms 0 - 36 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCM6690 8.409 ms 0 - 155 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.443 ms 0 - 36 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8295P 2.123 ms 0 - 34 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.576 ms 0 - 36 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.646 ms 0 - 34 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS7790 1.443 ms 0 - 36 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8750 0.646 ms 0 - 34 MB NPU

License

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

References

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