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	3.099 ms	3 - 3 MB	NPU
YOLOv10-Detection	ONNX	float	Snapdragon® X Elite	6.725 ms	5 - 5 MB	NPU
YOLOv10-Detection	ONNX	float	Snapdragon® 8 Gen 3 Mobile	3.833 ms	2 - 277 MB	NPU
YOLOv10-Detection	ONNX	float	Qualcomm® QCS8550 (Proxy)	6.112 ms	5 - 10 MB	NPU
YOLOv10-Detection	ONNX	float	Qualcomm® QCS9075	7.008 ms	5 - 7 MB	NPU
YOLOv10-Detection	ONNX	float	Snapdragon® 8 Elite For Galaxy Mobile	3.062 ms	0 - 224 MB	NPU
YOLOv10-Detection	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	2.719 ms	3 - 223 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Snapdragon® X2 Elite	2.234 ms	0 - 0 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Snapdragon® X Elite	5.547 ms	2 - 2 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	3.16 ms	0 - 103 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Qualcomm® QCS6490	332.433 ms	66 - 72 MB	CPU
YOLOv10-Detection	ONNX	w8a16	Qualcomm® QCS8550 (Proxy)	5.056 ms	2 - 7 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Qualcomm® QCS9075	6.102 ms	2 - 5 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Qualcomm® QCM6690	168.326 ms	57 - 65 MB	CPU
YOLOv10-Detection	ONNX	w8a16	Snapdragon® 8 Elite For Galaxy Mobile	2.301 ms	0 - 72 MB	NPU
YOLOv10-Detection	ONNX	w8a16	Snapdragon® 7 Gen 4 Mobile	149.606 ms	67 - 76 MB	CPU
YOLOv10-Detection	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	2.086 ms	0 - 79 MB	NPU
YOLOv10-Detection	ONNX	w8a8_mixed_int16	Snapdragon® X2 Elite	6.753 ms	10 - 10 MB	NPU
YOLOv10-Detection	ONNX	w8a8_mixed_int16	Snapdragon® X Elite	14.849 ms	8 - 8 MB	NPU
YOLOv10-Detection	ONNX	w8a8_mixed_int16	Snapdragon® 8 Gen 3 Mobile	8.563 ms	9 - 234 MB	NPU
YOLOv10-Detection	ONNX	w8a8_mixed_int16	Qualcomm® QCS6490	140.766 ms	63 - 73 MB	CPU
YOLOv10-Detection	ONNX	w8a8_mixed_int16	Qualcomm® QCS8550 (Proxy)	11.809 ms	7 - 15 MB	NPU
YOLOv10-Detection	ONNX	w8a8_mixed_int16	Qualcomm® QCS9075	16.39 ms	8 - 10 MB	NPU
YOLOv10-Detection	ONNX	w8a8_mixed_int16	Qualcomm® QCM6690	80.941 ms	53 - 64 MB	CPU
YOLOv10-Detection	ONNX	w8a8_mixed_int16	Snapdragon® 8 Elite For Galaxy Mobile	6.459 ms	6 - 196 MB	NPU
YOLOv10-Detection	ONNX	w8a8_mixed_int16	Snapdragon® 7 Gen 4 Mobile	71.711 ms	63 - 75 MB	CPU
YOLOv10-Detection	ONNX	w8a8_mixed_int16	Snapdragon® 8 Elite Gen 5 Mobile	6.341 ms	9 - 323 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Snapdragon® X2 Elite	2.591 ms	5 - 5 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Snapdragon® X Elite	4.388 ms	5 - 5 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	2.943 ms	5 - 217 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® QCS8275 (Proxy)	13.081 ms	1 - 183 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® QCS8550 (Proxy)	3.98 ms	5 - 6 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® SA8775P	5.441 ms	0 - 184 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® QCS9075	5.121 ms	5 - 11 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® QCS8450 (Proxy)	9.208 ms	4 - 198 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® SA7255P	13.081 ms	1 - 183 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Qualcomm® SA8295P	8.855 ms	1 - 168 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Snapdragon® 8 Elite For Galaxy Mobile	2.208 ms	0 - 185 MB	NPU
YOLOv10-Detection	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	1.872 ms	5 - 189 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Snapdragon® X2 Elite	2.155 ms	2 - 2 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Snapdragon® X Elite	4.674 ms	2 - 2 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	3.003 ms	2 - 204 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® QCS8275 (Proxy)	8.162 ms	1 - 173 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® QCS8550 (Proxy)	4.289 ms	2 - 4 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® SA8775P	4.914 ms	0 - 176 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® QCS9075	4.83 ms	0 - 4 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® QCM6690	19.745 ms	2 - 182 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Qualcomm® SA7255P	8.162 ms	1 - 173 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Snapdragon® 8 Elite For Galaxy Mobile	2.131 ms	0 - 175 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	4.399 ms	2 - 177 MB	NPU
YOLOv10-Detection	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	1.798 ms	2 - 184 MB	NPU
YOLOv10-Detection	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	2.658 ms	0 - 114 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® QCS8275 (Proxy)	12.566 ms	0 - 81 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® QCS8550 (Proxy)	3.564 ms	0 - 3 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® SA8775P	5.106 ms	0 - 84 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® QCS9075	4.816 ms	0 - 13 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® QCS8450 (Proxy)	7.702 ms	0 - 196 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® SA7255P	12.566 ms	0 - 81 MB	NPU
YOLOv10-Detection	TFLITE	float	Qualcomm® SA8295P	8.133 ms	0 - 170 MB	NPU
YOLOv10-Detection	TFLITE	float	Snapdragon® 8 Elite For Galaxy Mobile	1.991 ms	0 - 84 MB	NPU
YOLOv10-Detection	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	1.58 ms	0 - 92 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.