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qualcomm/
YOLOv8-OBB

Name: YOLOv8-OBB
Availability: InStock

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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:

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	3.379 ms	5 - 5 MB	NPU
YOLOv8-OBB	ONNX	float	Snapdragon® X Elite	7.131 ms	5 - 5 MB	NPU
YOLOv8-OBB	ONNX	float	Snapdragon® 8 Gen 3 Mobile	4.664 ms	5 - 200 MB	NPU
YOLOv8-OBB	ONNX	float	Snapdragon® 8 Gen 1 Mobile	12.173 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)	6.806 ms	5 - 9 MB	NPU
YOLOv8-OBB	ONNX	float	Qualcomm® QCS8450	12.173 ms	5 - 205 MB	NPU
YOLOv8-OBB	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	8.173 ms	5 - 7 MB	NPU
YOLOv8-OBB	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	7.131 ms	5 - 5 MB	NPU
YOLOv8-OBB	ONNX	float	Qualcomm® Dragonwing™ Q-8750	3.623 ms	0 - 167 MB	NPU
YOLOv8-OBB	ONNX	float	Snapdragon® 8 Elite Mobile	3.623 ms	0 - 167 MB	NPU
YOLOv8-OBB	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	3.197 ms	3 - 184 MB	NPU
YOLOv8-OBB	ONNX	w8a16	Snapdragon® X2 Elite	2.372 ms	2 - 2 MB	NPU
YOLOv8-OBB	ONNX	w8a16	Snapdragon® X Elite	5.998 ms	1 - 1 MB	NPU
YOLOv8-OBB	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	3.547 ms	2 - 98 MB	NPU
YOLOv8-OBB	ONNX	w8a16	Snapdragon® 8 Gen 1 Mobile	6.76 ms	3 - 96 MB	NPU
YOLOv8-OBB	ONNX	w8a16	Qualcomm® Dragonwing™ QCS6490	24.13 ms	2 - 5 MB	NPU
YOLOv8-OBB	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-8275	5.062 ms	2 - 6 MB	NPU
YOLOv8-OBB	ONNX	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	5.691 ms	2 - 125 MB	NPU
YOLOv8-OBB	ONNX	w8a16	Qualcomm® QCS8450	6.76 ms	3 - 96 MB	NPU
YOLOv8-OBB	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-9075	6.16 ms	2 - 5 MB	NPU
YOLOv8-OBB	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-X7181	5.998 ms	1 - 1 MB	NPU
YOLOv8-OBB	ONNX	w8a16	Qualcomm® Dragonwing™ Q-6690	28.976 ms	3 - 188 MB	NPU
YOLOv8-OBB	ONNX	w8a16	Qualcomm® Dragonwing™ Q-7790	7.203 ms	3 - 185 MB	NPU
YOLOv8-OBB	ONNX	w8a16	Qualcomm® Dragonwing™ Q-8750	2.655 ms	1 - 72 MB	NPU
YOLOv8-OBB	ONNX	w8a16	Snapdragon® 8 Elite Mobile	2.655 ms	1 - 72 MB	NPU
YOLOv8-OBB	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	2.203 ms	0 - 76 MB	NPU
YOLOv8-OBB	ONNX	w8a16	Snapdragon® 7 Gen 4 Mobile	7.203 ms	3 - 185 MB	NPU
YOLOv8-OBB	ONNX	w8a8	Snapdragon® X2 Elite	0.661 ms	1 - 1 MB	NPU
YOLOv8-OBB	ONNX	w8a8	Snapdragon® X Elite	1.576 ms	0 - 0 MB	NPU
YOLOv8-OBB	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	1.004 ms	0 - 74 MB	NPU
YOLOv8-OBB	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	1.817 ms	0 - 72 MB	NPU
YOLOv8-OBB	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	10.569 ms	1 - 4 MB	NPU
YOLOv8-OBB	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	1.577 ms	0 - 4 MB	NPU
YOLOv8-OBB	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.508 ms	0 - 5 MB	NPU
YOLOv8-OBB	ONNX	w8a8	Qualcomm® QCS8450	1.817 ms	0 - 72 MB	NPU
YOLOv8-OBB	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	1.702 ms	0 - 3 MB	NPU
YOLOv8-OBB	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	1.576 ms	0 - 0 MB	NPU
YOLOv8-OBB	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	9.124 ms	1 - 172 MB	NPU
YOLOv8-OBB	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	1.872 ms	0 - 169 MB	NPU
YOLOv8-OBB	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.729 ms	0 - 55 MB	NPU
YOLOv8-OBB	ONNX	w8a8	Snapdragon® 8 Elite Mobile	0.729 ms	0 - 55 MB	NPU
YOLOv8-OBB	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.629 ms	0 - 56 MB	NPU
YOLOv8-OBB	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	1.872 ms	0 - 169 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Snapdragon® X2 Elite	2.693 ms	5 - 5 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Snapdragon® X Elite	4.591 ms	5 - 5 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	3.105 ms	5 - 188 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	8.263 ms	5 - 193 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	5.38 ms	5 - 12 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	13.826 ms	1 - 160 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	4.252 ms	5 - 56 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Qualcomm® SA8775P	5.72 ms	0 - 178 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Qualcomm® SA8650P	5.72 ms	0 - 178 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Qualcomm® SA8255P	5.72 ms	0 - 178 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Qualcomm® QCS8450	8.263 ms	5 - 193 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	5.461 ms	7 - 13 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	4.591 ms	5 - 5 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	2.595 ms	5 - 179 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Qualcomm® SA7255P	13.826 ms	1 - 160 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Qualcomm® SA8295P	8.566 ms	2 - 164 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Snapdragon® 8 Elite Mobile	2.595 ms	5 - 179 MB	NPU
YOLOv8-OBB	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	2.114 ms	5 - 200 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Snapdragon® X2 Elite	1.86 ms	2 - 2 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Snapdragon® X Elite	4.625 ms	2 - 2 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	2.901 ms	2 - 77 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Snapdragon® 8 Gen 1 Mobile	4.882 ms	2 - 76 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS6490	15.608 ms	1 - 5 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	4.121 ms	1 - 6 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	8.303 ms	1 - 54 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	4.239 ms	2 - 92 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Qualcomm® SA8775P	4.845 ms	1 - 56 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Qualcomm® SA8650P	4.845 ms	1 - 56 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Qualcomm® SA8255P	4.845 ms	1 - 56 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Qualcomm® QCS8450	4.882 ms	2 - 76 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-9075	4.598 ms	2 - 6 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-X7181	4.625 ms	2 - 2 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-6690	22.063 ms	2 - 173 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-7790	5.593 ms	0 - 171 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	1.935 ms	2 - 62 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Qualcomm® SA7255P	8.303 ms	1 - 54 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Qualcomm® SA8295P	5.55 ms	0 - 51 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Snapdragon® 8 Elite Mobile	1.935 ms	2 - 62 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	1.504 ms	2 - 64 MB	NPU
YOLOv8-OBB	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	5.593 ms	0 - 171 MB	NPU
YOLOv8-OBB	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	3.305 ms	0 - 192 MB	NPU
YOLOv8-OBB	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	8.533 ms	0 - 194 MB	NPU
YOLOv8-OBB	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	5.586 ms	0 - 14 MB	NPU
YOLOv8-OBB	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	14.223 ms	0 - 165 MB	NPU
YOLOv8-OBB	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	4.517 ms	0 - 115 MB	NPU
YOLOv8-OBB	TFLITE	float	Qualcomm® SA8775P	5.984 ms	0 - 183 MB	NPU
YOLOv8-OBB	TFLITE	float	Qualcomm® SA8650P	5.984 ms	0 - 183 MB	NPU
YOLOv8-OBB	TFLITE	float	Qualcomm® SA8255P	5.984 ms	0 - 183 MB	NPU
YOLOv8-OBB	TFLITE	float	Qualcomm® QCS8450	8.533 ms	0 - 194 MB	NPU
YOLOv8-OBB	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	5.739 ms	0 - 14 MB	NPU
YOLOv8-OBB	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	2.731 ms	0 - 170 MB	NPU
YOLOv8-OBB	TFLITE	float	Qualcomm® SA7255P	14.223 ms	0 - 165 MB	NPU
YOLOv8-OBB	TFLITE	float	Qualcomm® SA8295P	8.887 ms	0 - 165 MB	NPU
YOLOv8-OBB	TFLITE	float	Snapdragon® 8 Elite Mobile	2.731 ms	0 - 170 MB	NPU
YOLOv8-OBB	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	2.193 ms	0 - 192 MB	NPU

License

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

References

Community

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qualcomm/YOLOv8-OBB