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YOLOv8-OBB

Object Detection
PyTorch
real_time
bu_iot
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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® 8 Elite Gen 5 Mobile 4.487 ms 5 - 172 MB NPU
YOLOv8-OBB ONNX float Snapdragon® X Elite 6.559 ms 145 - 145 MB NPU
YOLOv8-OBB ONNX float Snapdragon® 8 Gen 3 Mobile 4.461 ms 5 - 199 MB NPU
YOLOv8-OBB ONNX float Qualcomm® QCS8550 (Proxy) 6.282 ms 0 - 43 MB NPU
YOLOv8-OBB ONNX float Snapdragon® 8 Elite For Galaxy Mobile 3.618 ms 0 - 165 MB NPU
YOLOv8-OBB ONNX float Qualcomm® QCS9075 11.685 ms 3 - 50 MB NPU
YOLOv8-OBB ONNX float Qualcomm® QCS8750 3.618 ms 0 - 165 MB NPU
YOLOv8-OBB ONNX float Qualcomm® QCS7181 6.559 ms 145 - 145 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.219 ms 0 - 77 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® X2 Elite 2.387 ms 210 - 210 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® X Elite 5.901 ms 177 - 177 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.622 ms 0 - 100 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® QCS6490 324.408 ms 65 - 70 MB CPU
YOLOv8-OBB ONNX w8a16 Qualcomm® QCS8550 (Proxy) 5.657 ms 2 - 18 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 154.007 ms 73 - 82 MB CPU
YOLOv8-OBB ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.687 ms 0 - 73 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® QCM6690 167.932 ms 66 - 73 MB CPU
YOLOv8-OBB ONNX w8a16 Qualcomm® QCS9075 7.669 ms 1 - 47 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® QCS7790 154.007 ms 73 - 82 MB CPU
YOLOv8-OBB ONNX w8a16 Qualcomm® QCS8750 2.687 ms 0 - 73 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® QCS7181 5.901 ms 177 - 177 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.633 ms 0 - 55 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® X2 Elite 0.682 ms 211 - 211 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® X Elite 1.583 ms 177 - 177 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.01 ms 0 - 79 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® QCS6490 58.305 ms 22 - 32 MB CPU
YOLOv8-OBB ONNX w8a8 Qualcomm® QCS8550 (Proxy) 1.502 ms 0 - 43 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® QCS9075 1.884 ms 0 - 47 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® QCM6690 41.676 ms 23 - 34 MB CPU
YOLOv8-OBB ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.741 ms 0 - 56 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 35.193 ms 31 - 41 MB CPU
YOLOv8-OBB ONNX w8a8 Qualcomm® QCS7790 35.193 ms 31 - 41 MB CPU
YOLOv8-OBB ONNX w8a8 Qualcomm® QCS8750 0.741 ms 0 - 56 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® QCS7181 1.583 ms 177 - 177 MB NPU
YOLOv8-OBB QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.054 ms 4 - 199 MB NPU
YOLOv8-OBB QNN_DLC float Snapdragon® X2 Elite 2.744 ms 5 - 5 MB NPU
YOLOv8-OBB QNN_DLC float Snapdragon® X Elite 4.676 ms 5 - 5 MB NPU
YOLOv8-OBB QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.103 ms 0 - 184 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® QCS8275 13.851 ms 0 - 159 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® QCS8550 (Proxy) 4.231 ms 5 - 30 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® SA8775P 5.697 ms 0 - 178 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® SA8650P 5.697 ms 0 - 178 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® SA8255P 5.697 ms 0 - 178 MB NPU
YOLOv8-OBB QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.595 ms 0 - 174 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® QCS8450 (Proxy) 8.198 ms 5 - 195 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® SA7255P 13.851 ms 0 - 159 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® QCS9075 8.193 ms 5 - 11 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® SA8295P 8.573 ms 0 - 162 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® QCS8750 2.595 ms 0 - 174 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® QCS7181 4.676 ms 5 - 5 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.461 ms 0 - 61 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® X2 Elite 1.943 ms 2 - 2 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® X Elite 4.723 ms 2 - 2 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.897 ms 2 - 76 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® QCS6490 10.734 ms 3 - 7 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® QCS8275 8.3 ms 1 - 54 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 4.237 ms 2 - 4 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® SA8775P 4.871 ms 0 - 55 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® SA8650P 4.871 ms 0 - 55 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® SA8255P 4.871 ms 0 - 55 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.596 ms 2 - 174 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.932 ms 2 - 57 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® QCM6690 20.125 ms 2 - 174 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® SA7255P 8.3 ms 1 - 54 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® SA8295P 5.549 ms 0 - 51 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® QCS9075 5.39 ms 1 - 5 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® QCS8450 (Proxy) 4.874 ms 2 - 76 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® QCS7790 5.596 ms 2 - 174 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® QCS8750 1.932 ms 2 - 57 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® QCS7181 4.723 ms 2 - 2 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.582 ms 1 - 42 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Snapdragon® X2 Elite 0.82 ms 1 - 1 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Snapdragon® X Elite 1.573 ms 1 - 1 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.916 ms 1 - 52 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® QCS6490 3.491 ms 3 - 6 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® QCS8275 3.181 ms 1 - 40 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 1.344 ms 1 - 3 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® SA8775P 1.735 ms 1 - 41 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® SA8650P 1.735 ms 1 - 41 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® SA8255P 1.735 ms 1 - 41 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® QCS9075 1.645 ms 2 - 5 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 1.579 ms 1 - 54 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® QCM6690 8.001 ms 3 - 157 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® SA8295P 2.086 ms 1 - 38 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.677 ms 1 - 39 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.428 ms 1 - 40 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® SA7255P 3.181 ms 1 - 40 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® QCS7790 1.428 ms 1 - 40 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® QCS8750 0.677 ms 1 - 39 MB NPU
YOLOv8-OBB QNN_DLC w8a8 Qualcomm® QCS7181 1.573 ms 1 - 1 MB NPU
YOLOv8-OBB TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.142 ms 0 - 195 MB NPU
YOLOv8-OBB TFLITE float Snapdragon® 8 Gen 3 Mobile 3.317 ms 0 - 190 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® QCS8275 14.208 ms 0 - 164 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® QCS8550 (Proxy) 4.485 ms 0 - 4 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® SA8775P 5.969 ms 0 - 183 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® SA8650P 5.969 ms 0 - 183 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® SA8255P 5.969 ms 0 - 183 MB NPU
YOLOv8-OBB TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 2.715 ms 0 - 169 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® QCS8450 (Proxy) 8.475 ms 0 - 190 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® SA7255P 14.208 ms 0 - 164 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® QCS9075 8.389 ms 0 - 14 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® SA8295P 8.905 ms 0 - 165 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® QCS8750 2.715 ms 0 - 169 MB NPU

License

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

References

Community

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