YOLOv10-Detection: Optimized for Qualcomm Devices

Ultralytics YOLOv10 is a machine learning model that predicts bounding boxes and classes of objects in an image.

This is based on the implementation of YOLOv10-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 YOLOv10-Detection on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

• Model checkpoint: YOLOv10-N
• Input resolution: 640x640
• Number of parameters: 2.33M
• Model size (float): 8.95 MB
• Model size (w8a8): 2.55 MB
• Model size (w8a16): 3.04 MB

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
YOLOv10-Detection	ONNX	float	Snapdragon® X Elite	5.821 ms	5 - 5 MB	NPU
YOLOv10-Detection	ONNX	float	Snapdragon® 8 Gen 3 Mobile	3.766 ms	5 - 213 MB	NPU
YOLOv10-Detection	ONNX	float	Qualcomm® QCS8550 (Proxy)	5.539 ms	5 - 9 MB	NPU
YOLOv10-Detection	ONNX	float	Qualcomm® QCS9075	7.244 ms	5 - 7 MB	NPU
YOLOv10-Detection	ONNX	float	Snapdragon® 8 Elite For Galaxy Mobile	3.472 ms	0 - 164 MB	NPU
YOLOv10-Detection	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	2.509 ms	0 - 156 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Snapdragon® X Elite	5.529 ms	2 - 2 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	3.335 ms	0 - 165 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Qualcomm® QCS6490	359.505 ms	66 - 72 MB	CPU
YOLOv10-Detection	ONNX	w8a16	Qualcomm® QCS8550 (Proxy)	5.346 ms	1 - 164 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Qualcomm® QCS9075	6.797 ms	2 - 5 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Qualcomm® QCM6690	177.917 ms	57 - 67 MB	CPU
YOLOv10-Detection	ONNX	w8a16	Snapdragon® 8 Elite For Galaxy Mobile	2.557 ms	2 - 142 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Snapdragon® 7 Gen 4 Mobile	157.609 ms	68 - 77 MB	CPU
YOLOv10-Detection	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	2.294 ms	0 - 141 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Snapdragon® X Elite	4.417 ms	5 - 5 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	2.939 ms	5 - 254 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® QCS8275 (Proxy)	13.141 ms	3 - 201 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® QCS8550 (Proxy)	4.019 ms	5 - 12 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® SA8775P	5.44 ms	1 - 202 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® QCS9075	5.083 ms	5 - 11 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® QCS8450 (Proxy)	9.216 ms	4 - 197 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® SA7255P	13.141 ms	3 - 201 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® SA8295P	8.739 ms	1 - 168 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Snapdragon® 8 Elite For Galaxy Mobile	2.195 ms	5 - 211 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	1.86 ms	5 - 208 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Snapdragon® X Elite	4.624 ms	2 - 2 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	2.995 ms	0 - 200 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® QCS8275 (Proxy)	7.996 ms	1 - 174 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® QCS8550 (Proxy)	4.248 ms	2 - 4 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® SA8775P	20.28 ms	0 - 173 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® QCS9075	4.734 ms	1 - 5 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® QCM6690	20.613 ms	2 - 182 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® SA7255P	7.996 ms	1 - 174 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Snapdragon® 8 Elite For Galaxy Mobile	2.075 ms	2 - 176 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	4.406 ms	2 - 177 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	1.767 ms	2 - 184 MB	NPU
YOLOv10-Detection	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	2.647 ms	0 - 173 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® QCS8275 (Proxy)	12.668 ms	0 - 107 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® QCS8550 (Proxy)	3.692 ms	0 - 3 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® SA8775P	5.095 ms	0 - 108 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® QCS9075	4.8 ms	0 - 13 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® QCS8450 (Proxy)	7.759 ms	0 - 195 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® SA7255P	12.668 ms	0 - 107 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® SA8295P	8.116 ms	0 - 171 MB	NPU
YOLOv10-Detection	TFLITE	float	Snapdragon® 8 Elite For Galaxy Mobile	1.996 ms	0 - 115 MB	NPU
YOLOv10-Detection	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	1.557 ms	0 - 109 MB	NPU

License

• The license for the original implementation of YOLOv10-Detection can be found here.

References

• YOLOv10: Real-Time End-to-End Object Detection
• 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.