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qualcomm/
YOLOv11-Detection

Name: YOLOv11-Detection
Availability: InStock

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YOLOv11-Detection: Optimized for Qualcomm Devices

Ultralytics YOLOv11 is a machine learning model that predicts bounding boxes and classes of objects in an image.

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

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

Input resolution: 640x640
Model checkpoint: YOLO11-N
Model size (float): 10.1 MB
Model size (w8a16): 3.30 MB
Model size (w8a8): 2.83 MB
Number of parameters: 2.64M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
YOLOv11-Detection	ONNX	float	Snapdragon® X2 Elite	3.304 ms	5 - 5 MB	NPU
YOLOv11-Detection	ONNX	float	Snapdragon® X Elite	6.799 ms	5 - 5 MB	NPU
YOLOv11-Detection	ONNX	float	Snapdragon® 8 Gen 3 Mobile	5.51 ms	5 - 230 MB	NPU
YOLOv11-Detection	ONNX	float	Snapdragon® 8 Gen 1 Mobile	11.779 ms	5 - 212 MB	NPU
YOLOv11-Detection	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	8.152 ms	5 - 8 MB	NPU
YOLOv11-Detection	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	7.183 ms	5 - 9 MB	NPU
YOLOv11-Detection	ONNX	float	Qualcomm® QCS8450	11.779 ms	5 - 212 MB	NPU
YOLOv11-Detection	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	8.098 ms	5 - 7 MB	NPU
YOLOv11-Detection	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	6.799 ms	5 - 5 MB	NPU
YOLOv11-Detection	ONNX	float	Qualcomm® Dragonwing™ Q-8750	4.346 ms	0 - 196 MB	NPU
YOLOv11-Detection	ONNX	float	Snapdragon® 8 Elite Mobile	4.346 ms	0 - 196 MB	NPU
YOLOv11-Detection	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	3.001 ms	0 - 224 MB	NPU
YOLOv11-Detection	ONNX	w8a16	Snapdragon® X2 Elite	2.393 ms	2 - 2 MB	NPU
YOLOv11-Detection	ONNX	w8a16	Snapdragon® X Elite	5.656 ms	1 - 1 MB	NPU
YOLOv11-Detection	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	3.328 ms	0 - 217 MB	NPU
YOLOv11-Detection	ONNX	w8a16	Snapdragon® 8 Gen 1 Mobile	8.916 ms	3 - 222 MB	NPU
YOLOv11-Detection	ONNX	w8a16	Qualcomm® Dragonwing™ QCS6490	17.115 ms	2 - 5 MB	NPU
YOLOv11-Detection	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-8275	4.79 ms	2 - 6 MB	NPU
YOLOv11-Detection	ONNX	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	5.378 ms	2 - 74 MB	NPU
YOLOv11-Detection	ONNX	w8a16	Qualcomm® QCS8450	8.916 ms	3 - 222 MB	NPU
YOLOv11-Detection	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-9075	5.802 ms	2 - 5 MB	NPU
YOLOv11-Detection	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-X7181	5.656 ms	1 - 1 MB	NPU
YOLOv11-Detection	ONNX	w8a16	Qualcomm® Dragonwing™ Q-6690	25.652 ms	3 - 197 MB	NPU
YOLOv11-Detection	ONNX	w8a16	Qualcomm® Dragonwing™ Q-7790	9.231 ms	2 - 197 MB	NPU
YOLOv11-Detection	ONNX	w8a16	Qualcomm® Dragonwing™ Q-8750	2.507 ms	0 - 79 MB	NPU
YOLOv11-Detection	ONNX	w8a16	Snapdragon® 8 Elite Mobile	2.507 ms	0 - 79 MB	NPU
YOLOv11-Detection	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	2.267 ms	0 - 82 MB	NPU
YOLOv11-Detection	ONNX	w8a16	Snapdragon® 7 Gen 4 Mobile	9.231 ms	2 - 197 MB	NPU
YOLOv11-Detection	ONNX	w8a8_mixed_int16	Snapdragon® 8 Gen 3 Mobile	7.545 ms	9 - 251 MB	NPU
YOLOv11-Detection	ONNX	w8a8_mixed_int16	Qualcomm® Dragonwing™ IQ-8275	11.261 ms	8 - 12 MB	NPU
YOLOv11-Detection	ONNX	w8a8_mixed_int16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	10.811 ms	8 - 11 MB	NPU
YOLOv11-Detection	ONNX	w8a8_mixed_int16	Qualcomm® Dragonwing™ IQ-9075	13.691 ms	8 - 11 MB	NPU
YOLOv11-Detection	ONNX	w8a8_mixed_int16	Qualcomm® Dragonwing™ Q-8750	6.033 ms	7 - 226 MB	NPU
YOLOv11-Detection	ONNX	w8a8_mixed_int16	Snapdragon® 8 Elite Mobile	6.033 ms	7 - 226 MB	NPU
YOLOv11-Detection	ONNX	w8a8_mixed_int16	Snapdragon® 8 Elite Gen 5 Mobile	6.012 ms	7 - 241 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Snapdragon® X2 Elite	2.67 ms	5 - 5 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Snapdragon® X Elite	4.513 ms	5 - 5 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	2.971 ms	5 - 216 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	8.546 ms	3 - 197 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	5.087 ms	5 - 12 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	12.939 ms	1 - 186 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	4.051 ms	5 - 89 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Qualcomm® SA8775P	5.412 ms	0 - 182 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Qualcomm® SA8650P	5.412 ms	0 - 182 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Qualcomm® SA8255P	5.412 ms	0 - 182 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Qualcomm® QCS8450	8.546 ms	3 - 197 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	5.792 ms	7 - 13 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	4.513 ms	5 - 5 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	2.311 ms	0 - 185 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Qualcomm® SA7255P	12.939 ms	1 - 186 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Qualcomm® SA8295P	8.785 ms	0 - 168 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Snapdragon® 8 Elite Mobile	2.311 ms	0 - 185 MB	NPU
YOLOv11-Detection	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	1.986 ms	5 - 200 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Snapdragon® X2 Elite	2.179 ms	2 - 2 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Snapdragon® X Elite	4.687 ms	2 - 2 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	2.858 ms	2 - 198 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	4.057 ms	2 - 6 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	7.845 ms	1 - 175 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	4.202 ms	2 - 98 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Qualcomm® SA8775P	4.846 ms	0 - 175 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Qualcomm® SA8650P	4.846 ms	0 - 175 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Qualcomm® SA8255P	4.846 ms	0 - 175 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-9075	5.894 ms	1 - 5 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-X7181	4.687 ms	2 - 2 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-6690	17.493 ms	2 - 181 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-7790	4.558 ms	2 - 180 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	1.923 ms	0 - 176 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Qualcomm® SA7255P	7.845 ms	1 - 175 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Snapdragon® 8 Elite Mobile	1.923 ms	0 - 176 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	1.743 ms	2 - 186 MB	NPU
YOLOv11-Detection	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	4.558 ms	2 - 180 MB	NPU
YOLOv11-Detection	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	2.696 ms	0 - 106 MB	NPU
YOLOv11-Detection	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	7.356 ms	0 - 83 MB	NPU
YOLOv11-Detection	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	4.739 ms	0 - 14 MB	NPU
YOLOv11-Detection	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	12.402 ms	0 - 81 MB	NPU
YOLOv11-Detection	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	3.744 ms	0 - 2 MB	NPU
YOLOv11-Detection	TFLITE	float	Qualcomm® SA8775P	5.164 ms	0 - 87 MB	NPU
YOLOv11-Detection	TFLITE	float	Qualcomm® SA8650P	5.164 ms	0 - 87 MB	NPU
YOLOv11-Detection	TFLITE	float	Qualcomm® SA8255P	5.164 ms	0 - 87 MB	NPU
YOLOv11-Detection	TFLITE	float	Qualcomm® QCS8450	7.356 ms	0 - 83 MB	NPU
YOLOv11-Detection	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	4.91 ms	0 - 13 MB	NPU
YOLOv11-Detection	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	1.997 ms	0 - 79 MB	NPU
YOLOv11-Detection	TFLITE	float	Qualcomm® SA7255P	12.402 ms	0 - 81 MB	NPU
YOLOv11-Detection	TFLITE	float	Qualcomm® SA8295P	8.152 ms	0 - 54 MB	NPU
YOLOv11-Detection	TFLITE	float	Snapdragon® 8 Elite Mobile	1.997 ms	0 - 79 MB	NPU
YOLOv11-Detection	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	1.664 ms	0 - 81 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	1.093 ms	0 - 53 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	1.891 ms	0 - 59 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	4.965 ms	0 - 6 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	1.669 ms	0 - 7 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	3.386 ms	0 - 40 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.623 ms	0 - 2 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Qualcomm® SA8775P	2.058 ms	0 - 41 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Qualcomm® SA8650P	2.058 ms	0 - 41 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Qualcomm® SA8255P	2.058 ms	0 - 41 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Qualcomm® QCS8450	1.891 ms	0 - 59 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	2.011 ms	0 - 6 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	7.594 ms	0 - 165 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	1.691 ms	0 - 154 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.809 ms	0 - 40 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Qualcomm® SA7255P	3.386 ms	0 - 40 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Qualcomm® SA8295P	2.475 ms	0 - 38 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	0.809 ms	0 - 40 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.73 ms	0 - 40 MB	NPU
YOLOv11-Detection	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	1.691 ms	0 - 154 MB	NPU

License

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

References

Community

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qualcomm/YOLOv11-Detection