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qualcomm/
MediaPipe-Hand-Gesture-Recognition

Name: MediaPipe-Hand-Gesture-Recognition
Availability: InStock

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MediaPipe-Hand-Gesture-Recognition: Optimized for Qualcomm Devices

The MediaPipe Gesture Recognizer is a real-time machine learning pipeline that detects hands, predicts 21 hand landmarks, determines handedness (left/right), and classifies gestures from a predefined set

This is based on the implementation of MediaPipe-Hand-Gesture-Recognition 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
ONNX	w8a8	Universal	QAIRT 2.45, ONNX Runtime 1.27.1	Download
QNN_DLC	float	Universal	QAIRT 2.45	Download
QNN_DLC	w8a8	Universal	QAIRT 2.45	Download
TFLITE	float	Universal	QAIRT 2.45	Download
TFLITE	w8a8	Universal	QAIRT 2.45	Download

For more device-specific assets and performance metrics, visit MediaPipe-Hand-Gesture-Recognition on Qualcomm® AI Hub.

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-Gesture-Recognition on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

Input resolution: 256x256
Model size (canned_gesture_classifier) (float): 577 KB
Model size (canned_gesture_classifier) (w8a8): 180 KB
Model size (hand_landmark_detector) (float): 10.4 MB
Model size (hand_landmark_detector) (w8a8): 3.12 MB
Model size (palm_detector) (float): 6.75 MB
Model size (palm_detector) (w8a8): 2.05 MB
Number of parameters (canned_gesture_classifier): 143K
Number of parameters (hand_landmark_detector): 2.72M
Number of parameters (palm_detector): 1.76M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
canned_gesture_classifier	ONNX	float	Snapdragon® X2 Elite	0.045 ms	1 - 1 MB	NPU
canned_gesture_classifier	ONNX	float	Snapdragon® X Elite	0.05 ms	1 - 1 MB	NPU
canned_gesture_classifier	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.067 ms	0 - 26 MB	NPU
canned_gesture_classifier	ONNX	float	Snapdragon® 8 Gen 1 Mobile	0.109 ms	0 - 32 MB	NPU
canned_gesture_classifier	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	0.283 ms	0 - 3 MB	NPU
canned_gesture_classifier	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.079 ms	0 - 2 MB	NPU
canned_gesture_classifier	ONNX	float	Qualcomm® QCS8450	0.109 ms	0 - 32 MB	NPU
canned_gesture_classifier	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	0.159 ms	0 - 3 MB	NPU
canned_gesture_classifier	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	0.05 ms	1 - 1 MB	NPU
canned_gesture_classifier	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.055 ms	0 - 18 MB	NPU
canned_gesture_classifier	ONNX	float	Snapdragon® 8 Elite Mobile	0.055 ms	0 - 18 MB	NPU
canned_gesture_classifier	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.058 ms	0 - 19 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Snapdragon® X2 Elite	0.042 ms	1 - 1 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Snapdragon® X Elite	0.051 ms	1 - 1 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.06 ms	0 - 29 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	0.106 ms	0 - 30 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	0.455 ms	0 - 3 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.18 ms	0 - 3 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.078 ms	0 - 2 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® QCS8450	0.106 ms	0 - 30 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.16 ms	0 - 3 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.051 ms	1 - 1 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	0.131 ms	0 - 20 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	0.065 ms	0 - 20 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.05 ms	0 - 20 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Snapdragon® 8 Elite Mobile	0.05 ms	0 - 20 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.056 ms	0 - 20 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	0.065 ms	0 - 20 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Snapdragon® X2 Elite	0.134 ms	0 - 0 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Snapdragon® X Elite	0.147 ms	1 - 1 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.064 ms	0 - 27 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	0.098 ms	0 - 30 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	0.123 ms	0 - 2 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	0.332 ms	0 - 19 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.068 ms	0 - 2 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® SA8775P	0.213 ms	0 - 20 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® SA8650P	0.213 ms	0 - 20 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® SA8255P	0.213 ms	0 - 20 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® QCS8450	0.098 ms	0 - 30 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	0.15 ms	0 - 2 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	0.147 ms	1 - 1 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.047 ms	0 - 18 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® SA7255P	0.332 ms	0 - 19 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® SA8295P	0.33 ms	0 - 15 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Snapdragon® 8 Elite Mobile	0.047 ms	0 - 18 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	0.05 ms	0 - 19 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.135 ms	1 - 1 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Snapdragon® X Elite	0.156 ms	0 - 0 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.06 ms	0 - 25 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	0.097 ms	0 - 26 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	0.209 ms	2 - 4 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.12 ms	0 - 2 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.316 ms	0 - 19 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.079 ms	0 - 1 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® SA8775P	0.217 ms	0 - 19 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® SA8650P	0.217 ms	0 - 19 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® SA8255P	0.217 ms	0 - 19 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® QCS8450	0.097 ms	0 - 26 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.129 ms	2 - 4 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.156 ms	0 - 0 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	0.121 ms	0 - 16 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	0.06 ms	0 - 16 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.045 ms	0 - 17 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® SA7255P	0.316 ms	0 - 19 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® SA8295P	0.319 ms	0 - 15 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	0.045 ms	0 - 17 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.056 ms	0 - 19 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.06 ms	0 - 16 MB	NPU
canned_gesture_classifier	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.063 ms	0 - 25 MB	NPU
canned_gesture_classifier	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	0.097 ms	0 - 31 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	0.15 ms	0 - 3 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	0.35 ms	0 - 19 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.075 ms	0 - 4 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® SA8775P	0.234 ms	0 - 20 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® SA8650P	0.234 ms	0 - 20 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® SA8255P	0.234 ms	0 - 20 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® QCS8450	0.097 ms	0 - 31 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	0.129 ms	0 - 2 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.055 ms	0 - 17 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® SA7255P	0.35 ms	0 - 19 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® SA8295P	0.332 ms	0 - 15 MB	NPU
canned_gesture_classifier	TFLITE	float	Snapdragon® 8 Elite Mobile	0.055 ms	0 - 17 MB	NPU
canned_gesture_classifier	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.059 ms	0 - 18 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.063 ms	0 - 25 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.098 ms	0 - 31 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	0.204 ms	0 - 2 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.154 ms	0 - 3 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.33 ms	0 - 19 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.068 ms	0 - 58 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® SA8775P	0.232 ms	0 - 20 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® SA8650P	0.232 ms	0 - 20 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® SA8255P	0.232 ms	0 - 20 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® QCS8450	0.098 ms	0 - 31 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.129 ms	0 - 2 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	0.119 ms	0 - 16 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	0.059 ms	0 - 16 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.052 ms	0 - 23 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® SA7255P	0.33 ms	0 - 19 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® SA8295P	0.345 ms	0 - 15 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	0.052 ms	0 - 23 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.057 ms	0 - 18 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.059 ms	0 - 16 MB	NPU
hand_landmark_detector	ONNX	float	Snapdragon® X2 Elite	0.311 ms	2 - 2 MB	NPU
hand_landmark_detector	ONNX	float	Snapdragon® X Elite	0.56 ms	7 - 7 MB	NPU
hand_landmark_detector	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.397 ms	1 - 47 MB	NPU
hand_landmark_detector	ONNX	float	Snapdragon® 8 Gen 1 Mobile	1.074 ms	1 - 51 MB	NPU
hand_landmark_detector	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	0.978 ms	1 - 4 MB	NPU
hand_landmark_detector	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.555 ms	0 - 75 MB	NPU
hand_landmark_detector	ONNX	float	Qualcomm® QCS8450	1.074 ms	1 - 51 MB	NPU
hand_landmark_detector	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	0.866 ms	1 - 3 MB	NPU
hand_landmark_detector	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	0.56 ms	7 - 7 MB	NPU
hand_landmark_detector	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.336 ms	0 - 28 MB	NPU
hand_landmark_detector	ONNX	float	Snapdragon® 8 Elite Mobile	0.336 ms	0 - 28 MB	NPU
hand_landmark_detector	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.274 ms	0 - 28 MB	NPU
hand_landmark_detector	ONNX	w8a8	Snapdragon® X2 Elite	0.149 ms	1 - 1 MB	NPU
hand_landmark_detector	ONNX	w8a8	Snapdragon® X Elite	0.265 ms	0 - 0 MB	NPU
hand_landmark_detector	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.2 ms	0 - 53 MB	NPU
hand_landmark_detector	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	0.481 ms	0 - 57 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	1.465 ms	0 - 3 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.354 ms	0 - 4 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.276 ms	0 - 7 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® QCS8450	0.481 ms	0 - 57 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.404 ms	0 - 3 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.265 ms	0 - 0 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	1.491 ms	0 - 35 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	0.27 ms	0 - 35 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.178 ms	0 - 39 MB	NPU
hand_landmark_detector	ONNX	w8a8	Snapdragon® 8 Elite Mobile	0.178 ms	0 - 39 MB	NPU
hand_landmark_detector	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.155 ms	0 - 36 MB	NPU
hand_landmark_detector	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	0.27 ms	0 - 35 MB	NPU
hand_landmark_detector	QNN_DLC	float	Snapdragon® X2 Elite	0.393 ms	1 - 1 MB	NPU
hand_landmark_detector	QNN_DLC	float	Snapdragon® X Elite	0.595 ms	1 - 1 MB	NPU
hand_landmark_detector	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.344 ms	0 - 43 MB	NPU
hand_landmark_detector	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	0.953 ms	0 - 49 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	0.85 ms	1 - 4 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	2.705 ms	1 - 27 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.467 ms	1 - 19 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® SA8775P	0.867 ms	1 - 28 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® SA8650P	0.867 ms	1 - 28 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® SA8255P	0.867 ms	1 - 28 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® QCS8450	0.953 ms	0 - 49 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	0.744 ms	1 - 3 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	0.595 ms	1 - 1 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.295 ms	1 - 26 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® SA7255P	2.705 ms	1 - 27 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® SA8295P	1.215 ms	0 - 26 MB	NPU
hand_landmark_detector	QNN_DLC	float	Snapdragon® 8 Elite Mobile	0.295 ms	1 - 26 MB	NPU
hand_landmark_detector	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	0.228 ms	1 - 26 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.201 ms	0 - 0 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Snapdragon® X Elite	0.307 ms	0 - 0 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.155 ms	0 - 46 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	0.399 ms	0 - 51 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	1.062 ms	0 - 2 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.368 ms	0 - 3 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.665 ms	0 - 30 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.213 ms	0 - 1 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® SA8775P	0.385 ms	0 - 33 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® SA8650P	0.385 ms	0 - 33 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® SA8255P	0.385 ms	0 - 33 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® QCS8450	0.399 ms	0 - 51 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.282 ms	2 - 4 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.307 ms	0 - 0 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	1.365 ms	0 - 31 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	0.236 ms	0 - 31 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.139 ms	0 - 29 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® SA7255P	0.665 ms	0 - 30 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® SA8295P	0.658 ms	0 - 30 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	0.139 ms	0 - 29 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.118 ms	0 - 30 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.236 ms	0 - 31 MB	NPU
hand_landmark_detector	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.351 ms	0 - 46 MB	NPU
hand_landmark_detector	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	0.966 ms	0 - 51 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	0.857 ms	0 - 11 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	2.737 ms	0 - 29 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.472 ms	0 - 2 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® SA8775P	0.905 ms	0 - 31 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® SA8650P	0.905 ms	0 - 31 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® SA8255P	0.905 ms	0 - 31 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® QCS8450	0.966 ms	0 - 51 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	0.757 ms	0 - 10 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.298 ms	0 - 28 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® SA7255P	2.737 ms	0 - 29 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® SA8295P	1.259 ms	0 - 26 MB	NPU
hand_landmark_detector	TFLITE	float	Snapdragon® 8 Elite Mobile	0.298 ms	0 - 28 MB	NPU
hand_landmark_detector	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.231 ms	0 - 28 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.155 ms	0 - 45 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.401 ms	0 - 52 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	1.149 ms	0 - 10 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.274 ms	0 - 6 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.693 ms	0 - 29 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.212 ms	0 - 2 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® SA8775P	0.396 ms	0 - 33 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® SA8650P	0.396 ms	0 - 33 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® SA8255P	0.396 ms	0 - 33 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® QCS8450	0.401 ms	0 - 52 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.296 ms	0 - 5 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	1.366 ms	0 - 29 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	0.237 ms	0 - 28 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.14 ms	0 - 34 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® SA7255P	0.693 ms	0 - 29 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® SA8295P	0.671 ms	0 - 28 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	0.14 ms	0 - 34 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.119 ms	0 - 28 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.237 ms	0 - 28 MB	NPU
palm_detector	ONNX	float	Snapdragon® X2 Elite	0.761 ms	2 - 2 MB	NPU
palm_detector	ONNX	float	Snapdragon® X Elite	1.463 ms	0 - 0 MB	NPU
palm_detector	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.989 ms	0 - 75 MB	NPU
palm_detector	ONNX	float	Snapdragon® 8 Gen 1 Mobile	2.153 ms	1 - 71 MB	NPU
palm_detector	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	1.949 ms	1 - 4 MB	NPU
palm_detector	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.402 ms	0 - 6 MB	NPU
palm_detector	ONNX	float	Qualcomm® QCS8450	2.153 ms	1 - 71 MB	NPU
palm_detector	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	2.246 ms	1 - 4 MB	NPU
palm_detector	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	1.463 ms	0 - 0 MB	NPU
palm_detector	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.781 ms	0 - 49 MB	NPU
palm_detector	ONNX	float	Snapdragon® 8 Elite Mobile	0.781 ms	0 - 49 MB	NPU
palm_detector	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.68 ms	0 - 53 MB	NPU
palm_detector	ONNX	w8a8	Snapdragon® X2 Elite	0.312 ms	1 - 1 MB	NPU
palm_detector	ONNX	w8a8	Snapdragon® X Elite	0.544 ms	0 - 0 MB	NPU
palm_detector	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.376 ms	0 - 69 MB	NPU
palm_detector	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	0.697 ms	0 - 68 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	1.98 ms	0 - 3 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.651 ms	0 - 4 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.542 ms	0 - 5 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® QCS8450	0.697 ms	0 - 68 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.734 ms	0 - 3 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.544 ms	0 - 0 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	2.585 ms	0 - 166 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	0.541 ms	0 - 46 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.32 ms	0 - 50 MB	NPU
palm_detector	ONNX	w8a8	Snapdragon® 8 Elite Mobile	0.32 ms	0 - 50 MB	NPU
palm_detector	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.302 ms	0 - 52 MB	NPU
palm_detector	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	0.541 ms	0 - 46 MB	NPU
palm_detector	QNN_DLC	float	Snapdragon® X2 Elite	0.972 ms	1 - 1 MB	NPU
palm_detector	QNN_DLC	float	Snapdragon® X Elite	1.559 ms	1 - 1 MB	NPU
palm_detector	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.924 ms	0 - 63 MB	NPU
palm_detector	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	2.056 ms	0 - 63 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	1.773 ms	1 - 4 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	4.779 ms	1 - 44 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.316 ms	1 - 2 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® SA8775P	1.992 ms	0 - 47 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® SA8650P	1.992 ms	0 - 47 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® SA8255P	1.992 ms	0 - 47 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® QCS8450	2.056 ms	0 - 63 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	1.753 ms	1 - 3 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	1.559 ms	1 - 1 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.723 ms	0 - 43 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® SA7255P	4.779 ms	1 - 44 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® SA8295P	2.457 ms	0 - 37 MB	NPU
palm_detector	QNN_DLC	float	Snapdragon® 8 Elite Mobile	0.723 ms	0 - 43 MB	NPU
palm_detector	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	0.629 ms	1 - 46 MB	NPU
palm_detector	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.434 ms	0 - 0 MB	NPU
palm_detector	QNN_DLC	w8a8	Snapdragon® X Elite	0.641 ms	0 - 0 MB	NPU
palm_detector	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.352 ms	0 - 51 MB	NPU
palm_detector	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	0.67 ms	0 - 57 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	1.42 ms	0 - 2 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.573 ms	0 - 3 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	1.299 ms	0 - 37 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.494 ms	0 - 4 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® SA8775P	0.804 ms	0 - 42 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® SA8650P	0.804 ms	0 - 42 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® SA8255P	0.804 ms	0 - 42 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® QCS8450	0.67 ms	0 - 57 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.799 ms	2 - 4 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.641 ms	0 - 0 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	2.447 ms	2 - 39 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	0.496 ms	0 - 37 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.295 ms	0 - 38 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® SA7255P	1.299 ms	0 - 37 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® SA8295P	0.999 ms	0 - 36 MB	NPU
palm_detector	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	0.295 ms	0 - 38 MB	NPU
palm_detector	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.275 ms	0 - 39 MB	NPU
palm_detector	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.496 ms	0 - 37 MB	NPU
palm_detector	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.976 ms	0 - 61 MB	NPU
palm_detector	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	2.132 ms	0 - 60 MB	NPU
palm_detector	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	1.82 ms	0 - 8 MB	NPU
palm_detector	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	4.861 ms	0 - 43 MB	NPU
palm_detector	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.368 ms	0 - 6 MB	NPU
palm_detector	TFLITE	float	Qualcomm® SA8775P	2.068 ms	0 - 46 MB	NPU
palm_detector	TFLITE	float	Qualcomm® SA8650P	2.068 ms	0 - 46 MB	NPU
palm_detector	TFLITE	float	Qualcomm® SA8255P	2.068 ms	0 - 46 MB	NPU
palm_detector	TFLITE	float	Qualcomm® QCS8450	2.132 ms	0 - 60 MB	NPU
palm_detector	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	1.857 ms	0 - 8 MB	NPU
palm_detector	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.76 ms	0 - 40 MB	NPU
palm_detector	TFLITE	float	Qualcomm® SA7255P	4.861 ms	0 - 43 MB	NPU
palm_detector	TFLITE	float	Qualcomm® SA8295P	2.585 ms	0 - 35 MB	NPU
palm_detector	TFLITE	float	Snapdragon® 8 Elite Mobile	0.76 ms	0 - 40 MB	NPU
palm_detector	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.646 ms	0 - 42 MB	NPU
palm_detector	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.353 ms	0 - 51 MB	NPU
palm_detector	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.662 ms	0 - 56 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	1.437 ms	0 - 6 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.58 ms	0 - 5 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	1.299 ms	0 - 35 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.497 ms	0 - 4 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® SA8775P	0.833 ms	0 - 38 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® SA8650P	0.833 ms	0 - 38 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® SA8255P	0.833 ms	0 - 38 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® QCS8450	0.662 ms	0 - 56 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.697 ms	0 - 4 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	2.405 ms	0 - 35 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	0.497 ms	0 - 34 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.297 ms	0 - 36 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® SA7255P	1.299 ms	0 - 35 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® SA8295P	1.048 ms	0 - 34 MB	NPU
palm_detector	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	0.297 ms	0 - 36 MB	NPU
palm_detector	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.277 ms	0 - 36 MB	NPU
palm_detector	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.497 ms	0 - 34 MB	NPU

License

The license for the original implementation of MediaPipe-Hand-Gesture-Recognition can be found here.

References

Community

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qualcomm/MediaPipe-Hand-Gesture-Recognition