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qualcomm/MediaPipe-Hand-Detection

sourceHugging Faceapache-2.0updated 11d agoView on Hugging Face

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Model Card

MediaPipe-Hand-Detection: Optimized for Qualcomm Devices

The MediaPipe Hand Landmark Detector is a machine learning pipeline that predicts bounding boxes and pose skeletons of hands in an image.

This is based on the implementation of MediaPipe-Hand-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

There are two ways to deploy this model on your device:

Option 1: Download Pre-Exported Models

Below are pre-exported model assets ready for deployment.

Runtime	Precision	Chipset	SDK Versions	Download
ONNX	float	Universal	QAIRT 2.45, ONNX Runtime 1.27.1	Download
QNN_DLC	float	Universal	QAIRT 2.45	Download
TFLITE	float	Universal	QAIRT 2.45	Download

For more device-specific assets and performance metrics, visit [MediaPipe-Hand-Detection on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mediapipe_hand).

Option 2: Export with Custom Configurations

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

This option is ideal if you need to customize the model beyond the default configuration provided here.

See our repository for MediaPipe-Hand-Detection on GitHub for usage instructions.

Model Details

Model Type: Modelusecase.object_detection

Model Stats:

—Input resolution: 256x256
—Model size (hand_detector) (float): 6.75 MB
—Model size (handlandmarkdetector) (float): 7.70 MB
—Number of parameters (hand_detector): 1.76M
—Number of parameters (handlandmarkdetector): 2.01M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
hand_detector	ONNX	float	Snapdragon® X2 Elite	0.487 ms	2 - 2 MB	NPU
hand_detector	ONNX	float	Snapdragon® X Elite	0.851 ms	0 - 0 MB	NPU
hand_detector	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.592 ms	0 - 65 MB	NPU
hand_detector	ONNX	float	Snapdragon® 8 Gen 1 Mobile	1.5 ms	1 - 63 MB	NPU
hand_detector	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	1.39 ms	1 - 4 MB	NPU
hand_detector	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.837 ms	0 - 6 MB	NPU
hand_detector	ONNX	float	Qualcomm® QCS8450	1.5 ms	1 - 63 MB	NPU
hand_detector	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	1.266 ms	1 - 3 MB	NPU
hand_detector	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	0.851 ms	0 - 0 MB	NPU
hand_detector	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.498 ms	0 - 41 MB	NPU
hand_detector	ONNX	float	Snapdragon® 8 Elite Mobile	0.498 ms	0 - 41 MB	NPU
hand_detector	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.432 ms	0 - 48 MB	NPU
hand_detector	QNN_DLC	float	Snapdragon® X2 Elite	0.606 ms	1 - 1 MB	NPU
hand_detector	QNN_DLC	float	Snapdragon® X Elite	0.888 ms	1 - 1 MB	NPU
hand_detector	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.535 ms	0 - 57 MB	NPU
hand_detector	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	1.374 ms	0 - 56 MB	NPU
hand_detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	1.214 ms	1 - 4 MB	NPU
hand_detector	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.729 ms	1 - 2 MB	NPU
hand_detector	QNN_DLC	float	Qualcomm® SA8775P	1.285 ms	0 - 41 MB	NPU
hand_detector	QNN_DLC	float	Qualcomm® SA8650P	1.285 ms	0 - 41 MB	NPU
hand_detector	QNN_DLC	float	Qualcomm® SA8255P	1.285 ms	0 - 41 MB	NPU
hand_detector	QNN_DLC	float	Qualcomm® QCS8450	1.374 ms	0 - 56 MB	NPU
hand_detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	1.111 ms	3 - 5 MB	NPU
hand_detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	0.888 ms	1 - 1 MB	NPU
hand_detector	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.44 ms	1 - 39 MB	NPU
hand_detector	QNN_DLC	float	Qualcomm® SA7255P	3.776 ms	1 - 39 MB	NPU
hand_detector	QNN_DLC	float	Qualcomm® SA8295P	1.692 ms	0 - 31 MB	NPU
hand_detector	QNN_DLC	float	Snapdragon® 8 Elite Mobile	0.44 ms	1 - 39 MB	NPU
hand_detector	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	0.388 ms	0 - 40 MB	NPU
hand_detector	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.541 ms	0 - 55 MB	NPU
hand_detector	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	1.374 ms	0 - 56 MB	NPU
hand_detector	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	1.219 ms	0 - 8 MB	NPU
hand_detector	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.732 ms	0 - 2 MB	NPU
hand_detector	TFLITE	float	Qualcomm® SA8775P	1.302 ms	0 - 41 MB	NPU
hand_detector	TFLITE	float	Qualcomm® SA8650P	1.302 ms	0 - 41 MB	NPU
hand_detector	TFLITE	float	Qualcomm® SA8255P	1.302 ms	0 - 41 MB	NPU
hand_detector	TFLITE	float	Qualcomm® QCS8450	1.374 ms	0 - 56 MB	NPU
hand_detector	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	1.13 ms	0 - 7 MB	NPU
hand_detector	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.446 ms	0 - 35 MB	NPU
hand_detector	TFLITE	float	Qualcomm® SA7255P	3.845 ms	0 - 38 MB	NPU
hand_detector	TFLITE	float	Qualcomm® SA8295P	1.715 ms	0 - 29 MB	NPU
hand_detector	TFLITE	float	Snapdragon® 8 Elite Mobile	0.446 ms	0 - 35 MB	NPU
hand_detector	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.391 ms	0 - 36 MB	NPU
handlandmarkdetector	ONNX	float	Snapdragon® X2 Elite	0.713 ms	2 - 2 MB	NPU
handlandmarkdetector	ONNX	float	Snapdragon® X Elite	1.145 ms	6 - 6 MB	NPU
handlandmarkdetector	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.816 ms	0 - 67 MB	NPU
handlandmarkdetector	ONNX	float	Snapdragon® 8 Gen 1 Mobile	2.089 ms	1 - 60 MB	NPU
handlandmarkdetector	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	2.008 ms	1 - 4 MB	NPU
handlandmarkdetector	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.182 ms	0 - 37 MB	NPU
handlandmarkdetector	ONNX	float	Qualcomm® QCS8450	2.089 ms	1 - 60 MB	NPU
handlandmarkdetector	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	1.839 ms	1 - 4 MB	NPU
handlandmarkdetector	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	1.145 ms	6 - 6 MB	NPU
handlandmarkdetector	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.659 ms	0 - 38 MB	NPU
handlandmarkdetector	ONNX	float	Snapdragon® 8 Elite Mobile	0.659 ms	0 - 38 MB	NPU
handlandmarkdetector	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.571 ms	0 - 44 MB	NPU
handlandmarkdetector	QNN_DLC	float	Snapdragon® X2 Elite	0.868 ms	1 - 1 MB	NPU
handlandmarkdetector	QNN_DLC	float	Snapdragon® X Elite	1.292 ms	1 - 1 MB	NPU
handlandmarkdetector	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.765 ms	0 - 56 MB	NPU
handlandmarkdetector	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	1.932 ms	0 - 55 MB	NPU
handlandmarkdetector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	1.833 ms	1 - 4 MB	NPU
handlandmarkdetector	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.999 ms	1 - 2 MB	NPU
handlandmarkdetector	QNN_DLC	float	Qualcomm® SA8775P	1.878 ms	0 - 37 MB	NPU
handlandmarkdetector	QNN_DLC	float	Qualcomm® SA8650P	1.878 ms	0 - 37 MB	NPU
handlandmarkdetector	QNN_DLC	float	Qualcomm® SA8255P	1.878 ms	0 - 37 MB	NPU
handlandmarkdetector	QNN_DLC	float	Qualcomm® QCS8450	1.932 ms	0 - 55 MB	NPU
handlandmarkdetector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	1.691 ms	1 - 3 MB	NPU
handlandmarkdetector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	1.292 ms	1 - 1 MB	NPU
handlandmarkdetector	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.601 ms	0 - 34 MB	NPU
handlandmarkdetector	QNN_DLC	float	Qualcomm® SA7255P	5.336 ms	1 - 35 MB	NPU
handlandmarkdetector	QNN_DLC	float	Qualcomm® SA8295P	2.235 ms	0 - 30 MB	NPU
handlandmarkdetector	QNN_DLC	float	Snapdragon® 8 Elite Mobile	0.601 ms	0 - 34 MB	NPU
handlandmarkdetector	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	0.516 ms	0 - 34 MB	NPU
handlandmarkdetector	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.769 ms	33 - 91 MB	NPU
handlandmarkdetector	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	1.952 ms	0 - 59 MB	NPU
handlandmarkdetector	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	1.842 ms	0 - 10 MB	NPU
handlandmarkdetector	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.998 ms	0 - 3 MB	NPU
handlandmarkdetector	TFLITE	float	Qualcomm® SA8775P	1.871 ms	0 - 43 MB	NPU
handlandmarkdetector	TFLITE	float	Qualcomm® SA8650P	1.871 ms	0 - 43 MB	NPU
handlandmarkdetector	TFLITE	float	Qualcomm® SA8255P	1.871 ms	0 - 43 MB	NPU
handlandmarkdetector	TFLITE	float	Qualcomm® QCS8450	1.952 ms	0 - 59 MB	NPU
handlandmarkdetector	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	1.683 ms	0 - 9 MB	NPU
handlandmarkdetector	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.608 ms	0 - 37 MB	NPU
handlandmarkdetector	TFLITE	float	Qualcomm® SA7255P	9.224 ms	0 - 30 MB	GPU
handlandmarkdetector	TFLITE	float	Qualcomm® SA8295P	2.221 ms	0 - 35 MB	NPU
handlandmarkdetector	TFLITE	float	Snapdragon® 8 Elite Mobile	0.608 ms	0 - 37 MB	NPU
handlandmarkdetector	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.527 ms	0 - 46 MB	NPU

License

—The license for the original implementation of MediaPipe-Hand-Detection can be found here.

References

Community

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—For questions or feedback please reach out to us.