Hugging Face's logo

qualcomm
/
YOLOv8-OBB

Object Detection
PyTorch
real_time
bu_iot
android
Model card Files
xet
 Community

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:

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

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
YOLOv8-OBB ONNX float Snapdragon® X2 Elite 3.383 ms 5 - 5 MB NPU
YOLOv8-OBB ONNX float Snapdragon® X Elite 7.138 ms 5 - 5 MB NPU
YOLOv8-OBB ONNX float Snapdragon® 8 Gen 3 Mobile 4.667 ms 5 - 203 MB NPU
YOLOv8-OBB ONNX float Snapdragon® 8 Gen 1 Mobile 12.155 ms 5 - 205 MB NPU
YOLOv8-OBB ONNX float Qualcomm® Dragonwing™ IQ-8275 7.621 ms 5 - 8 MB NPU
YOLOv8-OBB ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.817 ms 3 - 7 MB NPU
YOLOv8-OBB ONNX float Qualcomm® QCS8450 12.155 ms 5 - 205 MB NPU
YOLOv8-OBB ONNX float Qualcomm® Dragonwing™ IQ-9075 8.182 ms 5 - 7 MB NPU
YOLOv8-OBB ONNX float Qualcomm® Dragonwing™ IQ-X7181 7.138 ms 5 - 5 MB NPU
YOLOv8-OBB ONNX float Qualcomm® Dragonwing™ Q-8750 3.628 ms 0 - 167 MB NPU
YOLOv8-OBB ONNX float Snapdragon® 8 Elite Mobile 3.628 ms 0 - 167 MB NPU
YOLOv8-OBB ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.193 ms 1 - 180 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® X2 Elite 2.376 ms 2 - 2 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® X Elite 5.983 ms 1 - 1 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.55 ms 0 - 94 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 6.829 ms 3 - 96 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 24.587 ms 2 - 5 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 5.05 ms 2 - 6 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.688 ms 2 - 125 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® QCS8450 6.829 ms 3 - 96 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 6.158 ms 2 - 5 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.983 ms 1 - 1 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 27.951 ms 3 - 188 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 7.202 ms 3 - 185 MB NPU
YOLOv8-OBB ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.649 ms 1 - 73 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® 8 Elite Mobile 2.649 ms 1 - 73 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.204 ms 0 - 76 MB NPU
YOLOv8-OBB ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 7.202 ms 3 - 185 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® X2 Elite 0.662 ms 1 - 1 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® X Elite 1.558 ms 0 - 0 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.996 ms 0 - 75 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1.822 ms 0 - 74 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 10.384 ms 1 - 4 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 1.575 ms 0 - 4 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.518 ms 0 - 29 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® QCS8450 1.822 ms 0 - 74 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 1.701 ms 0 - 3 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.558 ms 0 - 0 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 9.109 ms 1 - 172 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 1.863 ms 0 - 166 MB NPU
YOLOv8-OBB ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.73 ms 0 - 51 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® 8 Elite Mobile 0.73 ms 0 - 51 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.629 ms 0 - 51 MB NPU
YOLOv8-OBB ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 1.863 ms 0 - 166 MB NPU
YOLOv8-OBB QNN_DLC float Snapdragon® X2 Elite 2.701 ms 5 - 5 MB NPU
YOLOv8-OBB QNN_DLC float Snapdragon® X Elite 4.543 ms 5 - 5 MB NPU
YOLOv8-OBB QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.106 ms 5 - 189 MB NPU
YOLOv8-OBB QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.231 ms 5 - 193 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.381 ms 5 - 12 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 13.848 ms 1 - 159 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.252 ms 5 - 6 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® SA8775P 5.703 ms 1 - 178 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® SA8650P 5.703 ms 1 - 178 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® SA8255P 5.703 ms 1 - 178 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® QCS8450 8.231 ms 5 - 193 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.472 ms 5 - 11 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.543 ms 5 - 5 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.6 ms 0 - 179 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® SA7255P 13.848 ms 1 - 159 MB NPU
YOLOv8-OBB QNN_DLC float Qualcomm® SA8295P 8.569 ms 0 - 162 MB NPU
YOLOv8-OBB QNN_DLC float Snapdragon® 8 Elite Mobile 2.6 ms 0 - 179 MB NPU
YOLOv8-OBB QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.104 ms 5 - 200 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® X2 Elite 1.932 ms 2 - 2 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® X Elite 4.659 ms 2 - 2 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.892 ms 2 - 77 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 4.911 ms 2 - 75 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 15.629 ms 4 - 8 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 4.118 ms 2 - 7 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 8.276 ms 1 - 53 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.242 ms 2 - 100 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® SA8775P 4.867 ms 0 - 56 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® SA8650P 4.867 ms 0 - 56 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® SA8255P 4.867 ms 0 - 56 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® QCS8450 4.911 ms 2 - 75 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 4.601 ms 1 - 5 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.659 ms 2 - 2 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 21.885 ms 2 - 174 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 5.61 ms 2 - 174 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.932 ms 0 - 54 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® SA7255P 8.276 ms 1 - 53 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Qualcomm® SA8295P 5.534 ms 0 - 51 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.932 ms 0 - 54 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.48 ms 2 - 63 MB NPU
YOLOv8-OBB QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.61 ms 2 - 174 MB NPU
YOLOv8-OBB TFLITE float Snapdragon® 8 Gen 3 Mobile 3.327 ms 0 - 190 MB NPU
YOLOv8-OBB TFLITE float Snapdragon® 8 Gen 1 Mobile 8.479 ms 0 - 194 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® Dragonwing™ IQ-8275 5.589 ms 0 - 14 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® Dragonwing™ IQ-8275 14.176 ms 0 - 165 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.508 ms 0 - 106 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® SA8775P 5.989 ms 0 - 183 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® SA8650P 5.989 ms 0 - 183 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® SA8255P 5.989 ms 0 - 183 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® QCS8450 8.479 ms 0 - 194 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® Dragonwing™ IQ-9075 5.756 ms 0 - 14 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® Dragonwing™ Q-8750 2.726 ms 0 - 170 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® SA7255P 14.176 ms 0 - 165 MB NPU
YOLOv8-OBB TFLITE float Qualcomm® SA8295P 8.896 ms 0 - 166 MB NPU
YOLOv8-OBB TFLITE float Snapdragon® 8 Elite Mobile 2.726 ms 0 - 170 MB NPU
YOLOv8-OBB TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.194 ms 0 - 192 MB NPU

License

  • The license for the original implementation of YOLOv8-OBB 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