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® X2 Elite	3.331 ms	5 - 5 MB	NPU
YOLOv10-Detection	ONNX	float	Snapdragon® X Elite	6.746 ms	5 - 5 MB	NPU
YOLOv10-Detection	ONNX	float	Snapdragon® 8 Gen 3 Mobile	3.924 ms	0 - 241 MB	NPU
YOLOv10-Detection	ONNX	float	Snapdragon® 8 Gen 1 Mobile	14.909 ms	5 - 214 MB	NPU
YOLOv10-Detection	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	6.335 ms	5 - 46 MB	NPU
YOLOv10-Detection	ONNX	float	Qualcomm® QCS8450	14.909 ms	5 - 214 MB	NPU
YOLOv10-Detection	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	7.596 ms	5 - 7 MB	NPU
YOLOv10-Detection	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	6.746 ms	5 - 5 MB	NPU
YOLOv10-Detection	ONNX	float	Qualcomm® Dragonwing™ Q-8750	4.376 ms	0 - 203 MB	NPU
YOLOv10-Detection	ONNX	float	Snapdragon® 8 Elite Mobile	4.376 ms	0 - 203 MB	NPU
YOLOv10-Detection	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	3.037 ms	1 - 221 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Snapdragon® X2 Elite	2.587 ms	2 - 2 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Snapdragon® X Elite	5.691 ms	2 - 2 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	3.358 ms	2 - 104 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Snapdragon® 8 Gen 1 Mobile	6.694 ms	3 - 103 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Qualcomm® Dragonwing™ QCS6490	16.627 ms	2 - 5 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	5.361 ms	2 - 5 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Qualcomm® QCS8450	6.694 ms	3 - 103 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-9075	5.798 ms	2 - 5 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-X7181	5.691 ms	2 - 2 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Qualcomm® Dragonwing™ Q-8750	2.525 ms	0 - 80 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Snapdragon® 8 Elite Mobile	2.525 ms	0 - 80 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	2.28 ms	1 - 83 MB	NPU
YOLOv10-Detection	ONNX	w8a8_mixed_int16	Snapdragon® 8 Gen 3 Mobile	7.912 ms	9 - 382 MB	NPU
YOLOv10-Detection	ONNX	w8a8_mixed_int16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	11.161 ms	8 - 12 MB	NPU
YOLOv10-Detection	ONNX	w8a8_mixed_int16	Qualcomm® Dragonwing™ IQ-9075	12.167 ms	8 - 11 MB	NPU
YOLOv10-Detection	ONNX	w8a8_mixed_int16	Qualcomm® Dragonwing™ Q-8750	6.01 ms	7 - 358 MB	NPU
YOLOv10-Detection	ONNX	w8a8_mixed_int16	Snapdragon® 8 Elite Mobile	6.01 ms	7 - 358 MB	NPU
YOLOv10-Detection	ONNX	w8a8_mixed_int16	Snapdragon® 8 Elite Gen 5 Mobile	6.966 ms	6 - 369 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Snapdragon® X2 Elite	2.593 ms	5 - 5 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Snapdragon® X Elite	4.588 ms	5 - 5 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	3.039 ms	4 - 213 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	8.552 ms	5 - 201 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8275	13.301 ms	0 - 182 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	4.159 ms	5 - 16 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® SA8775P	5.614 ms	0 - 187 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® SA8650P	5.614 ms	0 - 187 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® SA8255P	5.614 ms	0 - 187 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® QCS8450	8.552 ms	5 - 201 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	5.349 ms	5 - 11 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	4.588 ms	5 - 5 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	2.277 ms	5 - 190 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® SA7255P	13.301 ms	0 - 182 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® SA8295P	8.902 ms	0 - 169 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Snapdragon® 8 Elite Mobile	2.277 ms	5 - 190 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	1.991 ms	5 - 200 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Snapdragon® X2 Elite	2.286 ms	2 - 2 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	2.906 ms	2 - 199 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8275	7.931 ms	1 - 174 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	4.218 ms	2 - 4 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® SA8775P	4.838 ms	0 - 175 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® SA8650P	4.838 ms	0 - 175 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® SA8255P	4.838 ms	0 - 175 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-9075	4.587 ms	1 - 5 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-X7181	4.624 ms	2 - 2 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-6690	19.694 ms	2 - 180 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-7790	4.517 ms	1 - 176 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	2.02 ms	2 - 182 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® SA7255P	7.931 ms	1 - 174 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Snapdragon® 8 Elite Mobile	2.02 ms	2 - 182 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	1.752 ms	2 - 186 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	4.517 ms	1 - 176 MB	NPU
YOLOv10-Detection	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	2.69 ms	0 - 109 MB	NPU
YOLOv10-Detection	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	7.428 ms	0 - 84 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® Dragonwing™ QCS8275	12.755 ms	0 - 80 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	3.764 ms	0 - 4 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® SA8775P	5.227 ms	0 - 82 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® SA8650P	5.227 ms	0 - 82 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® SA8255P	5.227 ms	0 - 82 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® QCS8450	7.428 ms	0 - 84 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	4.959 ms	0 - 13 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	2.039 ms	0 - 86 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® SA7255P	12.755 ms	0 - 80 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® SA8295P	8.237 ms	0 - 56 MB	NPU
YOLOv10-Detection	TFLITE	float	Snapdragon® 8 Elite Mobile	2.039 ms	0 - 86 MB	NPU
YOLOv10-Detection	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	1.654 ms	0 - 81 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.