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qualcomm/
YOLOv11-Pose

Name: YOLOv11-Pose
Availability: InStock

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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® X2 Elite	3.304 ms	9 - 9 MB	NPU
YOLOv11-Pose	ONNX	float	Snapdragon® X Elite	7.625 ms	9 - 9 MB	NPU
YOLOv11-Pose	ONNX	float	Snapdragon® 8 Gen 3 Mobile	6.191 ms	9 - 247 MB	NPU
YOLOv11-Pose	ONNX	float	Snapdragon® 8 Gen 1 Mobile	12.767 ms	8 - 226 MB	NPU
YOLOv11-Pose	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	9.201 ms	6 - 10 MB	NPU
YOLOv11-Pose	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	8.095 ms	6 - 12 MB	NPU
YOLOv11-Pose	ONNX	float	Qualcomm® QCS8450	12.767 ms	8 - 226 MB	NPU
YOLOv11-Pose	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	9.084 ms	6 - 9 MB	NPU
YOLOv11-Pose	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	7.625 ms	9 - 9 MB	NPU
YOLOv11-Pose	ONNX	float	Qualcomm® Dragonwing™ Q-8750	4.724 ms	4 - 208 MB	NPU
YOLOv11-Pose	ONNX	float	Snapdragon® 8 Elite Mobile	4.724 ms	4 - 208 MB	NPU
YOLOv11-Pose	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	3.046 ms	1 - 223 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Snapdragon® X2 Elite	2.604 ms	4 - 4 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Snapdragon® X Elite	6.187 ms	2 - 2 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	3.666 ms	4 - 231 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Snapdragon® 8 Gen 1 Mobile	9.543 ms	4 - 231 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® Dragonwing™ QCS6490	18.061 ms	3 - 6 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-8275	5.238 ms	3 - 7 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	5.881 ms	2 - 6 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® QCS8450	9.543 ms	4 - 231 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-9075	6.405 ms	3 - 6 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-X7181	6.187 ms	2 - 2 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® Dragonwing™ Q-6690	29.834 ms	4 - 202 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® Dragonwing™ Q-7790	7.515 ms	4 - 203 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Qualcomm® Dragonwing™ Q-8750	2.766 ms	0 - 86 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Snapdragon® 8 Elite Mobile	2.766 ms	0 - 86 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	2.449 ms	0 - 90 MB	NPU
YOLOv11-Pose	ONNX	w8a16	Snapdragon® 7 Gen 4 Mobile	7.515 ms	4 - 203 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Snapdragon® X2 Elite	3.105 ms	5 - 5 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Snapdragon® X Elite	5.795 ms	5 - 5 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	3.699 ms	0 - 227 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	9.491 ms	5 - 213 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	6.251 ms	5 - 14 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	15.434 ms	0 - 204 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	5.255 ms	5 - 6 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® SA8775P	6.708 ms	0 - 211 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® SA8650P	6.708 ms	0 - 211 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® SA8255P	6.708 ms	0 - 211 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® QCS8450	9.491 ms	5 - 213 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	6.495 ms	5 - 13 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	5.795 ms	5 - 5 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	2.794 ms	0 - 188 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® SA7255P	15.434 ms	0 - 204 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Qualcomm® SA8295P	9.675 ms	0 - 179 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Snapdragon® 8 Elite Mobile	2.794 ms	0 - 188 MB	NPU
YOLOv11-Pose	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	2.376 ms	5 - 214 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Snapdragon® X2 Elite	2.371 ms	2 - 2 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Snapdragon® X Elite	5.194 ms	2 - 2 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	3.043 ms	2 - 209 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	4.551 ms	2 - 7 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	8.853 ms	2 - 183 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	4.632 ms	2 - 4 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® SA8775P	5.295 ms	1 - 184 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® SA8650P	5.295 ms	1 - 184 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® SA8255P	5.295 ms	1 - 184 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-9075	5.091 ms	1 - 6 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-X7181	5.194 ms	2 - 2 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-6690	20.869 ms	2 - 187 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-7790	5.17 ms	1 - 184 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	2.24 ms	0 - 184 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Qualcomm® SA7255P	8.853 ms	2 - 183 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Snapdragon® 8 Elite Mobile	2.24 ms	0 - 184 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	1.973 ms	2 - 199 MB	NPU
YOLOv11-Pose	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	5.17 ms	1 - 184 MB	NPU
YOLOv11-Pose	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	3.556 ms	0 - 146 MB	NPU
YOLOv11-Pose	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	9.37 ms	2 - 107 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	6.146 ms	2 - 18 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	15.284 ms	2 - 115 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	5.041 ms	2 - 4 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® SA8775P	6.587 ms	2 - 96 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® SA8650P	6.587 ms	2 - 96 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® SA8255P	6.587 ms	2 - 96 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® QCS8450	9.37 ms	2 - 107 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	6.341 ms	1 - 16 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	2.591 ms	0 - 105 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® SA7255P	15.284 ms	2 - 115 MB	NPU
YOLOv11-Pose	TFLITE	float	Qualcomm® SA8295P	9.423 ms	2 - 72 MB	NPU
YOLOv11-Pose	TFLITE	float	Snapdragon® 8 Elite Mobile	2.591 ms	0 - 105 MB	NPU
YOLOv11-Pose	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	2.174 ms	0 - 120 MB	NPU

License

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

References

Community

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qualcomm/YOLOv11-Pose