Hugging Face's logo

qualcomm
/
YOLOv8-Detection

Object Detection
PyTorch
real_time
android
Model card Files
xet
 Community
1

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 2.523 ms 2 - 219 MB NPU
YOLOv8-Detection ONNX float Snapdragon® X2 Elite 2.968 ms 3 - 3 MB NPU
YOLOv8-Detection ONNX float Snapdragon® X Elite 6.318 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 3.595 ms 0 - 268 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS8550 (Proxy) 5.828 ms 5 - 10 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS9075 6.718 ms 5 - 7 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 2.866 ms 2 - 219 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.837 ms 0 - 71 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X2 Elite 1.973 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X Elite 4.904 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.759 ms 2 - 94 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS6490 336.296 ms 65 - 70 MB CPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 4.497 ms 2 - 7 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS9075 5.718 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCM6690 172.301 ms 65 - 73 MB CPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.021 ms 0 - 65 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 158.203 ms 73 - 81 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 0.7 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X Elite 1.791 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.037 ms 0 - 69 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS6490 58.462 ms 21 - 29 MB CPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS8550 (Proxy) 1.545 ms 0 - 6 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS9075 1.838 ms 0 - 3 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCM6690 43.162 ms 21 - 31 MB CPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.746 ms 0 - 52 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 34.03 ms 21 - 32 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 3.117 ms 0 - 112 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 3.355 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 8.369 ms 3 - 3 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 5.243 ms 3 - 148 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS6490 120.337 ms 57 - 67 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS8550 (Proxy) 7.688 ms 2 - 11 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS9075 9.935 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® QCM6690 75.874 ms 61 - 71 MB CPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 3.886 ms 0 - 222 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 7 Gen 4 Mobile 64.105 ms 68 - 78 MB CPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.707 ms 5 - 186 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X2 Elite 2.369 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X Elite 3.995 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.702 ms 5 - 210 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8275 (Proxy) 13.52 ms 1 - 177 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 3.617 ms 2 - 11 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8775P 5.246 ms 0 - 181 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS9075 4.91 ms 5 - 11 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8450 (Proxy) 8.139 ms 5 - 190 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA7255P 13.52 ms 1 - 177 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8295P 7.874 ms 0 - 159 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.005 ms 5 - 184 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.248 ms 2 - 60 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 1.721 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X Elite 3.705 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.259 ms 2 - 73 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS6490 9.118 ms 1 - 5 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8275 (Proxy) 6.884 ms 1 - 51 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 3.343 ms 2 - 50 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8775P 3.897 ms 0 - 54 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS9075 3.731 ms 0 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCM6690 20.16 ms 2 - 169 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8450 (Proxy) 4.065 ms 2 - 73 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA7255P 6.884 ms 1 - 51 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8295P 4.613 ms 0 - 48 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.552 ms 2 - 53 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.686 ms 2 - 170 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.576 ms 1 - 40 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.856 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X Elite 1.626 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.942 ms 1 - 52 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS6490 3.691 ms 1 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8275 (Proxy) 3.288 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 1.386 ms 1 - 3 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8775P 1.782 ms 1 - 39 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS9075 1.701 ms 1 - 3 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCM6690 8.495 ms 1 - 152 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 1.673 ms 1 - 54 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA7255P 3.288 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8295P 2.227 ms 1 - 36 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.698 ms 1 - 36 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.52 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.379 ms 0 - 95 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.394 ms 0 - 110 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8275 (Proxy) 12.917 ms 0 - 78 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 3.29 ms 0 - 4 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8775P 4.911 ms 0 - 85 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS9075 4.626 ms 0 - 14 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8450 (Proxy) 6.196 ms 0 - 75 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA7255P 12.917 ms 0 - 78 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8295P 7.19 ms 0 - 49 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.792 ms 0 - 82 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.575 ms 0 - 40 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.902 ms 0 - 52 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS6490 3.365 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 3.134 ms 0 - 36 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 1.334 ms 0 - 1 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8775P 1.721 ms 0 - 39 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS9075 1.671 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCM6690 8.431 ms 0 - 151 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 1.57 ms 0 - 52 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA7255P 3.134 ms 0 - 36 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8295P 2.174 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.662 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.478 ms 0 - 36 MB NPU

License

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

References

Community

Downloads last month

-

Downloads are not tracked for this model. How to track
Inference Providers NEW
Object Detection
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support