YOLOv11-Pose: Optimized for Qualcomm Devices

Ultralytics YOLOv11-Pose is a machine learning model that predicts human body keypoints and bounding boxes in an image.

This is based on the implementation of YOLOv11-Pose 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 YOLOv11-Pose on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.pose_estimation

Model Stats:

• Input resolution: 640x640
• Model checkpoint: YOLO11-N-Pose
• Model size (float): 11.1 MB
• Model size (w8a16): 3.63 MB
• Number of parameters: 2.9M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
YOLOv11-Pose	ONNX	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	2.958 ms	3 - 222 MB	NPU
YOLOv11-Pose	ONNX	float	Snapdragon® 8 Elite For Galaxy Mobile	3.348 ms	0 - 206 MB	NPU
YOLOv11-Pose	ONNX	float	Snapdragon® X2 Elite	3.249 ms	9 - 9 MB	NPU
YOLOv11-Pose	ONNX	float	Snapdragon® X Elite	6.517 ms	9 - 9 MB	NPU
YOLOv11-Pose	ONNX	float	Snapdragon® 8 Gen 3 Mobile	4.019 ms	8 - 230 MB	NPU
YOLOv11-Pose	ONNX	float	Snapdragon® 8 Gen 1 Mobile	11.221 ms	8 - 215 MB	NPU
YOLOv11-Pose	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	6.901 ms	6 - 10 MB	NPU
YOLOv11-Pose	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	6.154 ms	6 - 12 MB	NPU
YOLOv11-Pose	ONNX	float	Qualcomm® QCS8450	11.221 ms	8 - 215 MB	NPU
YOLOv11-Pose	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	7.567 ms	6 - 10 MB	NPU
YOLOv11-Pose	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	6.517 ms	9 - 9 MB	NPU
YOLOv11-Pose	ONNX	float	Qualcomm® Dragonwing™ Q-8750	3.348 ms	0 - 206 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	2.419 ms	0 - 93 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Snapdragon® 8 Elite For Galaxy Mobile	2.68 ms	1 - 89 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Snapdragon® X2 Elite	2.549 ms	4 - 4 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Snapdragon® X Elite	6.105 ms	3 - 3 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	3.674 ms	4 - 226 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Snapdragon® 8 Gen 1 Mobile	7.206 ms	4 - 223 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® Dragonwing™ QCS6490	21.068 ms	3 - 7 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-8275	5.301 ms	3 - 7 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	5.825 ms	2 - 6 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® QCS8450	7.206 ms	4 - 223 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-9075	6.1 ms	3 - 7 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-X7181	6.105 ms	3 - 3 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® Dragonwing™ Q-6690	39.408 ms	0 - 197 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® Dragonwing™ Q-7790	7.552 ms	4 - 202 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® Dragonwing™ Q-8750	2.68 ms	1 - 89 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Snapdragon® 7 Gen 4 Mobile	7.552 ms	4 - 202 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	2.289 ms	1 - 193 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Snapdragon® 8 Elite For Galaxy Mobile	2.84 ms	5 - 178 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Snapdragon® X2 Elite	3.058 ms	5 - 5 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Snapdragon® X Elite	5.879 ms	5 - 5 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	3.777 ms	5 - 218 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	9.122 ms	4 - 207 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	6.344 ms	5 - 14 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	5.377 ms	5 - 7 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® QCS8450	9.122 ms	4 - 207 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	6.596 ms	5 - 13 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	5.879 ms	5 - 5 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	2.84 ms	5 - 178 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® SA8295P	9.431 ms	0 - 178 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	1.872 ms	1 - 188 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Snapdragon® 8 Elite For Galaxy Mobile	2.188 ms	0 - 174 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Snapdragon® X2 Elite	2.308 ms	2 - 2 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Snapdragon® X Elite	5.198 ms	2 - 2 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	3.133 ms	2 - 201 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	4.435 ms	1 - 7 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	4.678 ms	2 - 4 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® SA8650P	5.32 ms	1 - 180 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® SA8255P	5.32 ms	1 - 180 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-9075	5.088 ms	3 - 8 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-X7181	5.198 ms	2 - 2 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-6690	23.434 ms	2 - 179 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-7790	5.008 ms	2 - 179 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	2.188 ms	0 - 174 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® SA7255P	8.601 ms	0 - 176 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	5.008 ms	2 - 179 MB	NPU
YOLOv11-Pose	TFLITE	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	2.175 ms	0 - 94 MB	NPU
YOLOv11-Pose	TFLITE	float	Snapdragon® 8 Elite For Galaxy Mobile	2.601 ms	0 - 85 MB	NPU
YOLOv11-Pose	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	3.527 ms	0 - 117 MB	NPU
YOLOv11-Pose	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	9.199 ms	2 - 103 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	6.068 ms	2 - 19 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	5.072 ms	2 - 3 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® SA8775P	6.558 ms	2 - 83 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® SA8650P	6.558 ms	2 - 83 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® SA8255P	6.558 ms	2 - 83 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® QCS8450	9.199 ms	2 - 103 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	6.33 ms	0 - 16 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	2.601 ms	0 - 85 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® SA7255P	50.28 ms	0 - 27 MB	GPU
YOLOv11-Pose	TFLITE	float	Qualcomm® SA8295P	9.326 ms	2 - 71 MB	NPU

License

• The license for the original implementation of YOLOv11-Pose can be found here.

References

• Ultralytics YOLOv11 Docs: Pose Estimation
• Source Model Implementation

Community

• Join our AI Hub Slack community to collaborate, post questions and learn more about on-device AI.
• For questions or feedback please reach out to us.