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YOLOv8-OBB

Object Detection
PyTorch
real_time
bu_iot
android
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YOLOv8-OBB: Optimized for Qualcomm Devices

Ultralytics YOLOv8-OBB is a machine learning model that predicts oriented bounding boxes (OBB) and classes of objects in an image. It is designed for detecting objects that are not axis-aligned, such as aerial imagery or tilted text.

This is based on the implementation of YOLOv8-OBB 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-OBB on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Model checkpoint: YOLOv8-N-OBB
  • Input resolution: 640*640
  • Model size (float): 12.1 MB
  • Model size (w8a8): 3.53 MB
  • Model size (w8a8_mixed_int16): 3.62 MB
  • Model size (w8a16): 3.55 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
YOLOv8-OBB ONNX float Snapdragon® X2 Elite 3.373 ms 5 - 5 MB NPU
YOLOv8-OBB ONNX float Snapdragon® X Elite 7.06 ms 5 - 5 MB NPU
YOLOv8-OBB ONNX float Snapdragon® 8 Gen 3 Mobile 4.666 ms 5 - 200 MB NPU
YOLOv8-OBB ONNX float Snapdragon® 8 Gen 1 Mobile 12.131 ms 5 - 205 MB NPU
YOLOv8-OBB ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.826 ms 5 - 123 MB NPU
YOLOv8-OBB ONNX float Qualcomm® QCS8450 12.131 ms 5 - 205 MB NPU
YOLOv8-OBB ONNX float Qualcomm® Dragonwing™ IQ-9075 8.158 ms 5 - 7 MB NPU
YOLOv8-OBB ONNX float Qualcomm® Dragonwing™ IQ-X7181 7.06 ms 5 - 5 MB NPU
YOLOv8-OBB ONNX float Qualcomm® Dragonwing™ Q-8750 3.622 ms 0 - 166 MB NPU
YOLOv8-OBB ONNX float Snapdragon® 8 Elite Mobile 3.622 ms 0 - 166 MB NPU
YOLOv8-OBB ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.2 ms 0 - 180 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® X2 Elite 2.578 ms 2 - 2 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® X Elite 6.033 ms 1 - 1 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.552 ms 0 - 95 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 6.761 ms 3 - 95 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 24.967 ms 2 - 5 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.704 ms 2 - 122 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® QCS8450 6.761 ms 3 - 95 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 6.139 ms 2 - 5 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 6.033 ms 1 - 1 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.658 ms 1 - 75 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® 8 Elite Mobile 2.658 ms 1 - 75 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.206 ms 0 - 76 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® X2 Elite 0.665 ms 1 - 1 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® X Elite 1.563 ms 0 - 0 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.999 ms 0 - 75 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1.829 ms 0 - 73 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 10.399 ms 1 - 4 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.513 ms 0 - 4 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® QCS8450 1.829 ms 0 - 73 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 1.699 ms 0 - 3 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.563 ms 0 - 0 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.728 ms 0 - 58 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® 8 Elite Mobile 0.728 ms 0 - 58 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.628 ms 0 - 57 MB NPU
YOLOv8-OBB QNN_DLC float Snapdragon® X2 Elite 2.686 ms 5 - 5 MB NPU
YOLOv8-OBB QNN_DLC float Snapdragon® X Elite 4.595 ms 5 - 5 MB NPU
YOLOv8-OBB QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.109 ms 5 - 191 MB NPU
YOLOv8-OBB QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.228 ms 5 - 195 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® Dragonwing™ QCS8275 13.848 ms 0 - 159 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.237 ms 4 - 5 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® SA8775P 5.709 ms 0 - 180 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® SA8650P 5.709 ms 0 - 180 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® SA8255P 5.709 ms 0 - 180 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® QCS8450 8.228 ms 5 - 195 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 6.499 ms 5 - 11 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.595 ms 5 - 5 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.601 ms 0 - 178 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® SA7255P 13.848 ms 0 - 159 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® SA8295P 8.572 ms 0 - 162 MB NPU
YOLOv8-OBB QNN_DLC float Snapdragon® 8 Elite Mobile 2.601 ms 0 - 178 MB NPU
YOLOv8-OBB QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.102 ms 5 - 200 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® X2 Elite 1.905 ms 2 - 2 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® X Elite 4.699 ms 2 - 2 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.897 ms 2 - 77 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 4.835 ms 2 - 77 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 15.752 ms 2 - 5 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8275 8.301 ms 1 - 54 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.231 ms 0 - 27 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® SA8775P 4.833 ms 0 - 55 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® SA8650P 4.833 ms 0 - 55 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® SA8255P 4.833 ms 0 - 55 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® QCS8450 4.835 ms 2 - 77 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 4.579 ms 1 - 5 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.699 ms 2 - 2 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 22.682 ms 2 - 174 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 5.638 ms 2 - 174 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.933 ms 2 - 57 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® SA7255P 8.301 ms 1 - 54 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® SA8295P 5.559 ms 0 - 51 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.933 ms 2 - 57 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.482 ms 2 - 64 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.638 ms 2 - 174 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Snapdragon® X2 Elite 0.797 ms 1 - 1 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Snapdragon® X Elite 1.542 ms 1 - 1 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.928 ms 1 - 54 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1.579 ms 1 - 57 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 5.502 ms 1 - 4 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8275 3.137 ms 1 - 39 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.351 ms 1 - 42 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® SA8775P 1.749 ms 0 - 41 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® SA8650P 1.749 ms 0 - 41 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® SA8255P 1.749 ms 0 - 41 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® QCS8450 1.579 ms 1 - 57 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 1.54 ms 1 - 4 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.542 ms 1 - 1 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 7.932 ms 1 - 155 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 1.425 ms 0 - 39 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.681 ms 1 - 38 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® SA7255P 3.137 ms 1 - 39 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® SA8295P 2.085 ms 0 - 37 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.681 ms 1 - 38 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.589 ms 1 - 39 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.425 ms 0 - 39 MB NPU
YOLOv8-OBB TFLITE float Snapdragon® 8 Gen 3 Mobile 3.315 ms 0 - 190 MB NPU
YOLOv8-OBB TFLITE float Snapdragon® 8 Gen 1 Mobile 8.524 ms 0 - 193 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® Dragonwing™ QCS8275 14.208 ms 0 - 164 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.5 ms 0 - 15 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® SA8775P 5.983 ms 0 - 183 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® SA8650P 5.983 ms 0 - 183 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® SA8255P 5.983 ms 0 - 183 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® QCS8450 8.524 ms 0 - 193 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® Dragonwing™ IQ-9075 5.725 ms 0 - 14 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® Dragonwing™ Q-8750 2.723 ms 0 - 170 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® SA7255P 14.208 ms 0 - 164 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® SA8295P 8.896 ms 0 - 165 MB NPU
YOLOv8-OBB TFLITE float Snapdragon® 8 Elite Mobile 2.723 ms 0 - 170 MB NPU
YOLOv8-OBB TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.173 ms 0 - 194 MB NPU

License

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

References

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