You can deploy this model and start earning money today!

qualcomm/
Yolo-v5

Name: Yolo-v5
Rating: 2.5 (9 reviews)

Views

No views yet

Yolo-v5: Optimized for Qualcomm Devices

YoloV5 is a machine learning model that predicts bounding boxes and classes of objects in an image.

This is based on the implementation of Yolo-v5 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 Yolo-v5 on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

Input resolution: 640x640
Model checkpoint: YoloV5-M
Model size (float): 81.1 MB
Model size (w8a16): 21.8 MB
Number of parameters: 21.2M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
Yolo-v5	ONNX	float	Snapdragon® X2 Elite	7.248 ms	5 - 5 MB	NPU
Yolo-v5	ONNX	float	Snapdragon® X Elite	13.564 ms	47 - 47 MB	NPU
Yolo-v5	ONNX	float	Snapdragon® 8 Gen 3 Mobile	9.624 ms	1 - 245 MB	NPU
Yolo-v5	ONNX	float	Snapdragon® 8 Gen 1 Mobile	28.088 ms	0 - 269 MB	NPU
Yolo-v5	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	22.67 ms	5 - 13 MB	NPU
Yolo-v5	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	12.92 ms	0 - 54 MB	NPU
Yolo-v5	ONNX	float	Qualcomm® QCS8450	28.088 ms	0 - 269 MB	NPU
Yolo-v5	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	20.632 ms	5 - 12 MB	NPU
Yolo-v5	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	13.564 ms	47 - 47 MB	NPU
Yolo-v5	ONNX	float	Qualcomm® Dragonwing™ Q-8750	7.506 ms	3 - 205 MB	NPU
Yolo-v5	ONNX	float	Snapdragon® 8 Elite Mobile	7.506 ms	3 - 205 MB	NPU
Yolo-v5	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	5.793 ms	4 - 218 MB	NPU
Yolo-v5	ONNX	w8a16	Snapdragon® X2 Elite	5.057 ms	2 - 2 MB	NPU
Yolo-v5	ONNX	w8a16	Snapdragon® X Elite	10.32 ms	24 - 24 MB	NPU
Yolo-v5	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	6.405 ms	3 - 300 MB	NPU
Yolo-v5	ONNX	w8a16	Snapdragon® 8 Gen 1 Mobile	13.975 ms	3 - 304 MB	NPU
Yolo-v5	ONNX	w8a16	Qualcomm® Dragonwing™ QCS6490	49.941 ms	2 - 5 MB	NPU
Yolo-v5	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-8275	9.081 ms	2 - 6 MB	NPU
Yolo-v5	ONNX	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	9.741 ms	0 - 28 MB	NPU
Yolo-v5	ONNX	w8a16	Qualcomm® QCS8450	13.975 ms	3 - 304 MB	NPU
Yolo-v5	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-9075	9.952 ms	2 - 5 MB	NPU
Yolo-v5	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-X7181	10.32 ms	24 - 24 MB	NPU
Yolo-v5	ONNX	w8a16	Qualcomm® Dragonwing™ Q-6690	126.83 ms	5 - 294 MB	NPU
Yolo-v5	ONNX	w8a16	Qualcomm® Dragonwing™ Q-7790	14.434 ms	3 - 270 MB	NPU
Yolo-v5	ONNX	w8a16	Qualcomm® Dragonwing™ Q-8750	5.575 ms	0 - 261 MB	NPU
Yolo-v5	ONNX	w8a16	Snapdragon® 8 Elite Mobile	5.575 ms	0 - 261 MB	NPU
Yolo-v5	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	4.357 ms	0 - 271 MB	NPU
Yolo-v5	ONNX	w8a16	Snapdragon® 7 Gen 4 Mobile	14.434 ms	3 - 270 MB	NPU
Yolo-v5	QNN_DLC	float	Snapdragon® X2 Elite	6.791 ms	5 - 5 MB	NPU
Yolo-v5	QNN_DLC	float	Snapdragon® X Elite	12.248 ms	5 - 5 MB	NPU
Yolo-v5	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	8.567 ms	0 - 234 MB	NPU
Yolo-v5	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	26.139 ms	5 - 263 MB	NPU
Yolo-v5	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	19.557 ms	5 - 12 MB	NPU
Yolo-v5	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	63.844 ms	0 - 193 MB	NPU
Yolo-v5	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	11.492 ms	5 - 156 MB	NPU
Yolo-v5	QNN_DLC	float	Qualcomm® SA8775P	17.474 ms	0 - 194 MB	NPU
Yolo-v5	QNN_DLC	float	Qualcomm® SA8650P	17.474 ms	0 - 194 MB	NPU
Yolo-v5	QNN_DLC	float	Qualcomm® SA8255P	17.474 ms	0 - 194 MB	NPU
Yolo-v5	QNN_DLC	float	Qualcomm® QCS8450	26.139 ms	5 - 263 MB	NPU
Yolo-v5	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	17.426 ms	7 - 13 MB	NPU
Yolo-v5	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	12.248 ms	5 - 5 MB	NPU
Yolo-v5	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	6.485 ms	0 - 196 MB	NPU
Yolo-v5	QNN_DLC	float	Qualcomm® SA7255P	63.844 ms	0 - 193 MB	NPU
Yolo-v5	QNN_DLC	float	Qualcomm® SA8295P	22.215 ms	0 - 221 MB	NPU
Yolo-v5	QNN_DLC	float	Snapdragon® 8 Elite Mobile	6.485 ms	0 - 196 MB	NPU
Yolo-v5	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	5.012 ms	5 - 209 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Snapdragon® X2 Elite	4.36 ms	2 - 2 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Snapdragon® X Elite	9.551 ms	2 - 2 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	5.811 ms	2 - 279 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Snapdragon® 8 Gen 1 Mobile	13.471 ms	2 - 279 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS6490	48.463 ms	4 - 8 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	8.327 ms	2 - 7 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	20.977 ms	1 - 232 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	8.74 ms	2 - 4 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Qualcomm® SA8775P	8.984 ms	0 - 233 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Qualcomm® SA8650P	8.984 ms	0 - 233 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Qualcomm® SA8255P	8.984 ms	0 - 233 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Qualcomm® QCS8450	13.471 ms	2 - 279 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-9075	8.728 ms	3 - 7 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-X7181	9.551 ms	2 - 2 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-6690	121.353 ms	0 - 270 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-7790	12.682 ms	2 - 251 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	4.263 ms	2 - 242 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Qualcomm® SA7255P	20.977 ms	1 - 232 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Qualcomm® SA8295P	12.579 ms	0 - 235 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Snapdragon® 8 Elite Mobile	4.263 ms	2 - 242 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	3.351 ms	2 - 246 MB	NPU
Yolo-v5	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	12.682 ms	2 - 251 MB	NPU
Yolo-v5	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	8.236 ms	0 - 287 MB	NPU
Yolo-v5	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	25.519 ms	0 - 310 MB	NPU
Yolo-v5	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	18.963 ms	0 - 58 MB	NPU
Yolo-v5	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	63.142 ms	0 - 222 MB	NPU
Yolo-v5	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	10.979 ms	0 - 3 MB	NPU
Yolo-v5	TFLITE	float	Qualcomm® SA8775P	17.019 ms	0 - 222 MB	NPU
Yolo-v5	TFLITE	float	Qualcomm® SA8650P	17.019 ms	0 - 222 MB	NPU
Yolo-v5	TFLITE	float	Qualcomm® SA8255P	17.019 ms	0 - 222 MB	NPU
Yolo-v5	TFLITE	float	Qualcomm® QCS8450	25.519 ms	0 - 310 MB	NPU
Yolo-v5	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	16.834 ms	0 - 57 MB	NPU
Yolo-v5	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	6.166 ms	0 - 226 MB	NPU
Yolo-v5	TFLITE	float	Qualcomm® SA7255P	63.142 ms	0 - 222 MB	NPU
Yolo-v5	TFLITE	float	Qualcomm® SA8295P	21.611 ms	0 - 250 MB	NPU
Yolo-v5	TFLITE	float	Snapdragon® 8 Elite Mobile	6.166 ms	0 - 226 MB	NPU
Yolo-v5	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	4.612 ms	0 - 233 MB	NPU

License

The license for the original implementation of Yolo-v5 can be found here.

References

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.

qualcomm/Yolo-v5