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MediaPipe-Hand-Gesture-Recognition

Object Detection
PyTorch
real_time
android
Model card Files
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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 1.25.0 Download
ONNX w8a8 Universal QAIRT 2.45, ONNX Runtime 1.25.0 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
  • Number of parameters (palm_detector): 1.76M
  • Model size (palm_detector) (w8a8): 2.05 MB
  • Number of parameters (hand_landmark_detector): 2.72M
  • Model size (hand_landmark_detector) (w8a8): 3.12 MB
  • Number of parameters (canned_gesture_classifier): 143K
  • Model size (canned_gesture_classifier) (w8a8): 180 KB
  • Model size (palm_detector) (float): 6.75 MB
  • Model size (hand_landmark_detector) (float): 10.4 MB
  • Model size (canned_gesture_classifier) (float): 577 KB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
canned_gesture_classifier ONNX float Snapdragon® X2 Elite 0.046 ms 1 - 1 MB NPU
canned_gesture_classifier ONNX float Snapdragon® X Elite 0.053 ms 1 - 1 MB NPU
canned_gesture_classifier ONNX float Snapdragon® 8 Gen 3 Mobile 0.067 ms 0 - 27 MB NPU
canned_gesture_classifier ONNX float Snapdragon® 8 Gen 1 Mobile 0.101 ms 0 - 31 MB NPU
canned_gesture_classifier ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.08 ms 0 - 2 MB NPU
canned_gesture_classifier ONNX float Qualcomm® QCS8450 0.101 ms 0 - 31 MB NPU
canned_gesture_classifier ONNX float Qualcomm® Dragonwing™ IQ-9075 0.162 ms 0 - 3 MB NPU
canned_gesture_classifier ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.059 ms 0 - 19 MB NPU
canned_gesture_classifier ONNX float Snapdragon® 8 Elite Mobile 0.055 ms 0 - 23 MB NPU
canned_gesture_classifier ONNX float Qualcomm® Dragonwing™ Q-8750 0.055 ms 0 - 23 MB NPU
canned_gesture_classifier ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.053 ms 1 - 1 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 0.048 ms 1 - 1 MB NPU
canned_gesture_classifier ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.065 ms 0 - 29 MB NPU
canned_gesture_classifier ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.112 ms 0 - 32 MB NPU
canned_gesture_classifier ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 0.411 ms 0 - 3 MB NPU
canned_gesture_classifier ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.079 ms 0 - 2 MB NPU
canned_gesture_classifier ONNX w8a8 Qualcomm® QCS8450 0.112 ms 0 - 32 MB NPU
canned_gesture_classifier ONNX w8a8 Snapdragon® 8 Elite Mobile 0.054 ms 0 - 24 MB NPU
canned_gesture_classifier ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.079 ms 1 - 21 MB NPU
canned_gesture_classifier ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.057 ms 0 - 20 MB NPU
canned_gesture_classifier ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.156 ms 0 - 3 MB NPU
canned_gesture_classifier ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 0.125 ms 0 - 20 MB NPU
canned_gesture_classifier ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.079 ms 1 - 21 MB NPU
canned_gesture_classifier ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.054 ms 0 - 24 MB NPU
canned_gesture_classifier ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.048 ms 1 - 1 MB NPU
canned_gesture_classifier QNN_DLC float Snapdragon® X2 Elite 0.135 ms 0 - 0 MB NPU
canned_gesture_classifier QNN_DLC float Snapdragon® X Elite 0.146 ms 1 - 1 MB NPU
canned_gesture_classifier QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.063 ms 0 - 26 MB NPU
canned_gesture_classifier QNN_DLC float Snapdragon® 8 Gen 1 Mobile 0.1 ms 0 - 25 MB NPU
canned_gesture_classifier QNN_DLC float Qualcomm® QCS8275 0.319 ms 0 - 20 MB NPU
canned_gesture_classifier QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.07 ms 0 - 2 MB NPU
canned_gesture_classifier QNN_DLC float Qualcomm® SA8775P 0.217 ms 0 - 20 MB NPU
canned_gesture_classifier QNN_DLC float Qualcomm® SA8650P 0.217 ms 0 - 20 MB NPU
canned_gesture_classifier QNN_DLC float Qualcomm® SA8255P 0.217 ms 0 - 20 MB NPU
canned_gesture_classifier QNN_DLC float Qualcomm® QCS8450 0.1 ms 0 - 25 MB NPU
canned_gesture_classifier QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 0.127 ms 2 - 4 MB NPU
canned_gesture_classifier QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.058 ms 0 - 18 MB NPU
canned_gesture_classifier QNN_DLC float Qualcomm® SA7255P 0.319 ms 0 - 20 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 Qualcomm® SA8295P 0.309 ms 0 - 15 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® Dragonwing™ IQ-X7181 0.146 ms 1 - 1 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Snapdragon® X2 Elite 0.13 ms 0 - 0 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Snapdragon® X Elite 0.144 ms 0 - 0 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.063 ms 0 - 25 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.095 ms 0 - 30 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 0.338 ms 2 - 4 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® QCS8275 0.32 ms 0 - 19 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.072 ms 0 - 15 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® SA8775P 0.213 ms 0 - 19 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® SA8650P 0.213 ms 0 - 19 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® SA8255P 0.213 ms 0 - 19 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® QCS8450 0.095 ms 0 - 30 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.047 ms 0 - 22 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.056 ms 0 - 16 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.049 ms 0 - 18 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.127 ms 0 - 2 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 0.126 ms 0 - 16 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® SA8295P 0.321 ms 0 - 15 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® SA7255P 0.32 ms 0 - 19 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.056 ms 0 - 16 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.047 ms 0 - 22 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.144 ms 0 - 0 MB NPU
canned_gesture_classifier TFLITE float Snapdragon® 8 Gen 3 Mobile 0.061 ms 0 - 26 MB NPU
canned_gesture_classifier TFLITE float Snapdragon® 8 Gen 1 Mobile 0.099 ms 0 - 31 MB NPU
canned_gesture_classifier TFLITE float Qualcomm® QCS8275 1.328 ms 0 - 16 MB GPU
canned_gesture_classifier TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.068 ms 0 - 1 MB NPU
canned_gesture_classifier TFLITE float Qualcomm® SA8775P 0.227 ms 0 - 21 MB NPU
canned_gesture_classifier TFLITE float Qualcomm® SA8650P 0.227 ms 0 - 21 MB NPU
canned_gesture_classifier TFLITE float Qualcomm® SA8255P 0.227 ms 0 - 21 MB NPU
canned_gesture_classifier TFLITE float Qualcomm® QCS8450 0.099 ms 0 - 31 MB NPU
canned_gesture_classifier TFLITE float Qualcomm® Dragonwing™ IQ-9075 0.135 ms 0 - 2 MB NPU
canned_gesture_classifier TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.059 ms 0 - 18 MB NPU
canned_gesture_classifier TFLITE float Qualcomm® SA7255P 1.328 ms 0 - 16 MB GPU
canned_gesture_classifier TFLITE float Snapdragon® 8 Elite Mobile 0.053 ms 0 - 23 MB NPU
canned_gesture_classifier TFLITE float Qualcomm® SA8295P 0.344 ms 0 - 14 MB NPU
canned_gesture_classifier TFLITE float Qualcomm® Dragonwing™ Q-8750 0.053 ms 0 - 23 MB NPU
canned_gesture_classifier TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.061 ms 0 - 25 MB NPU
canned_gesture_classifier TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.097 ms 0 - 31 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 0.219 ms 0 - 2 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® QCS8275 0.308 ms 0 - 18 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.078 ms 0 - 1 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® SA8775P 0.226 ms 0 - 19 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® SA8650P 0.226 ms 0 - 19 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® SA8255P 0.226 ms 0 - 19 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® QCS8450 0.097 ms 0 - 31 MB NPU
canned_gesture_classifier TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.052 ms 0 - 17 MB NPU
canned_gesture_classifier TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.057 ms 0 - 16 MB NPU
canned_gesture_classifier TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.057 ms 0 - 19 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.135 ms 0 - 2 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 0.112 ms 0 - 16 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® SA8295P 0.338 ms 0 - 15 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® SA7255P 0.308 ms 0 - 18 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.057 ms 0 - 16 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.052 ms 0 - 17 MB NPU
hand_landmark_detector ONNX float Snapdragon® X2 Elite 0.31 ms 2 - 2 MB NPU
hand_landmark_detector ONNX float Snapdragon® X Elite 0.551 ms 7 - 7 MB NPU
hand_landmark_detector ONNX float Snapdragon® 8 Gen 3 Mobile 0.399 ms 0 - 45 MB NPU
hand_landmark_detector ONNX float Snapdragon® 8 Gen 1 Mobile 1.072 ms 1 - 50 MB NPU
hand_landmark_detector ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.558 ms 1 - 70 MB NPU
hand_landmark_detector ONNX float Qualcomm® QCS8450 1.072 ms 1 - 50 MB NPU
hand_landmark_detector ONNX float Qualcomm® Dragonwing™ IQ-9075 0.868 ms 1 - 3 MB NPU
hand_landmark_detector ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.257 ms 0 - 28 MB NPU
hand_landmark_detector ONNX float Snapdragon® 8 Elite Mobile 0.328 ms 0 - 32 MB NPU
hand_landmark_detector ONNX float Qualcomm® Dragonwing™ Q-8750 0.328 ms 0 - 32 MB NPU
hand_landmark_detector ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.551 ms 7 - 7 MB NPU
hand_landmark_detector ONNX w8a8 Snapdragon® X2 Elite 0.145 ms 1 - 1 MB NPU
hand_landmark_detector ONNX w8a8 Snapdragon® X Elite 0.26 ms 0 - 0 MB NPU
hand_landmark_detector ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.191 ms 0 - 51 MB NPU
hand_landmark_detector ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.468 ms 0 - 56 MB NPU
hand_landmark_detector ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.137 ms 0 - 3 MB NPU
hand_landmark_detector ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.27 ms 0 - 6 MB NPU
hand_landmark_detector ONNX w8a8 Qualcomm® QCS8450 0.468 ms 0 - 56 MB NPU
hand_landmark_detector ONNX w8a8 Snapdragon® 8 Elite Mobile 0.175 ms 0 - 37 MB NPU
hand_landmark_detector ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.268 ms 0 - 33 MB NPU
hand_landmark_detector ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.154 ms 0 - 33 MB NPU
hand_landmark_detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.393 ms 0 - 3 MB NPU
hand_landmark_detector ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 1.395 ms 0 - 34 MB NPU
hand_landmark_detector ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.268 ms 0 - 33 MB NPU
hand_landmark_detector ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.175 ms 0 - 37 MB NPU
hand_landmark_detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.26 ms 0 - 0 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® X2 Elite 0.363 ms 1 - 1 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® X Elite 0.574 ms 1 - 1 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.342 ms 0 - 44 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® 8 Gen 1 Mobile 0.954 ms 1 - 49 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® QCS8275 2.681 ms 1 - 27 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.47 ms 1 - 8 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® SA8775P 0.86 ms 1 - 29 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® SA8650P 0.86 ms 1 - 29 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® SA8255P 0.86 ms 1 - 29 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® QCS8450 0.954 ms 1 - 49 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 0.745 ms 3 - 5 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.231 ms 0 - 26 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® SA7255P 2.681 ms 1 - 27 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® 8 Elite Mobile 0.292 ms 1 - 31 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® SA8295P 1.208 ms 0 - 25 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.292 ms 1 - 31 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 0.574 ms 1 - 1 MB NPU
hand_landmark_detector QNN_DLC w8a8 Snapdragon® X2 Elite 0.195 ms 0 - 0 MB NPU
hand_landmark_detector QNN_DLC w8a8 Snapdragon® X Elite 0.293 ms 0 - 0 MB NPU
hand_landmark_detector QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.147 ms 0 - 44 MB NPU
hand_landmark_detector QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.396 ms 0 - 51 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.148 ms 2 - 4 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® QCS8275 0.638 ms 0 - 30 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.204 ms 0 - 2 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® SA8775P 0.38 ms 0 - 32 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® SA8650P 0.38 ms 0 - 32 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® SA8255P 0.38 ms 0 - 32 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® QCS8450 0.396 ms 0 - 51 MB NPU
hand_landmark_detector QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.13 ms 0 - 29 MB NPU
hand_landmark_detector QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.234 ms 0 - 29 MB NPU
hand_landmark_detector QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.109 ms 0 - 30 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.338 ms 2 - 4 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 1.305 ms 0 - 30 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® SA8295P 0.606 ms 0 - 28 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® SA7255P 0.638 ms 0 - 30 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.234 ms 0 - 29 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.13 ms 0 - 29 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.293 ms 0 - 0 MB NPU
hand_landmark_detector TFLITE float Snapdragon® 8 Gen 3 Mobile 0.349 ms 0 - 46 MB NPU
hand_landmark_detector TFLITE float Snapdragon® 8 Gen 1 Mobile 0.971 ms 0 - 51 MB NPU
hand_landmark_detector TFLITE float Qualcomm® QCS8275 2.717 ms 0 - 29 MB NPU
hand_landmark_detector TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.473 ms 0 - 2 MB NPU
hand_landmark_detector TFLITE float Qualcomm® SA8775P 0.882 ms 0 - 31 MB NPU
hand_landmark_detector TFLITE float Qualcomm® SA8650P 0.882 ms 0 - 31 MB NPU
hand_landmark_detector TFLITE float Qualcomm® SA8255P 0.882 ms 0 - 31 MB NPU
hand_landmark_detector TFLITE float Qualcomm® QCS8450 0.971 ms 0 - 51 MB NPU
hand_landmark_detector TFLITE float Qualcomm® Dragonwing™ IQ-9075 0.752 ms 0 - 10 MB NPU
hand_landmark_detector TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.239 ms 0 - 28 MB NPU
hand_landmark_detector TFLITE float Qualcomm® SA7255P 2.717 ms 0 - 29 MB NPU
hand_landmark_detector TFLITE float Snapdragon® 8 Elite Mobile 0.299 ms 0 - 33 MB NPU
hand_landmark_detector TFLITE float Qualcomm® SA8295P 1.239 ms 0 - 26 MB NPU
hand_landmark_detector TFLITE float Qualcomm® Dragonwing™ Q-8750 0.299 ms 0 - 33 MB NPU
hand_landmark_detector TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.152 ms 0 - 43 MB NPU
hand_landmark_detector TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.4 ms 0 - 49 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1.116 ms 0 - 9 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® QCS8275 0.658 ms 0 - 29 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.202 ms 0 - 4 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® SA8775P 0.406 ms 0 - 31 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® SA8650P 0.406 ms 0 - 31 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® SA8255P 0.406 ms 0 - 31 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® QCS8450 0.4 ms 0 - 49 MB NPU
hand_landmark_detector TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.131 ms 0 - 27 MB NPU
hand_landmark_detector TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.232 ms 0 - 27 MB NPU
hand_landmark_detector TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.113 ms 0 - 27 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.297 ms 0 - 5 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 1.306 ms 0 - 28 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® SA8295P 0.624 ms 0 - 26 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® SA7255P 0.658 ms 0 - 29 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.232 ms 0 - 27 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.131 ms 0 - 27 MB NPU
palm_detector ONNX float Snapdragon® X2 Elite 0.764 ms 2 - 2 MB NPU
palm_detector ONNX float Snapdragon® X Elite 1.466 ms 0 - 0 MB NPU
palm_detector ONNX float Snapdragon® 8 Gen 3 Mobile 0.988 ms 1 - 75 MB NPU
palm_detector ONNX float Snapdragon® 8 Gen 1 Mobile 2.161 ms 1 - 69 MB NPU
palm_detector ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.404 ms 1 - 78 MB NPU
palm_detector ONNX float Qualcomm® QCS8450 2.161 ms 1 - 69 MB NPU
palm_detector ONNX float Qualcomm® Dragonwing™ IQ-9075 1.91 ms 1 - 4 MB NPU
palm_detector ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.679 ms 0 - 51 MB NPU
palm_detector ONNX float Snapdragon® 8 Elite Mobile 0.778 ms 0 - 51 MB NPU
palm_detector ONNX float Qualcomm® Dragonwing™ Q-8750 0.778 ms 0 - 51 MB NPU
palm_detector ONNX float Qualcomm® Dragonwing™ IQ-X7181 1.466 ms 0 - 0 MB NPU
palm_detector ONNX w8a8 Snapdragon® X2 Elite 0.309 ms 1 - 1 MB NPU
palm_detector ONNX w8a8 Snapdragon® X Elite 0.543 ms 0 - 0 MB NPU
palm_detector ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.381 ms 0 - 66 MB NPU
palm_detector ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.702 ms 0 - 68 MB NPU
palm_detector ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.868 ms 0 - 3 MB NPU
palm_detector ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.544 ms 0 - 2 MB NPU
palm_detector ONNX w8a8 Qualcomm® QCS8450 0.702 ms 0 - 68 MB NPU
palm_detector ONNX w8a8 Snapdragon® 8 Elite Mobile 0.322 ms 0 - 51 MB NPU
palm_detector ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.545 ms 0 - 46 MB NPU
palm_detector ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.305 ms 0 - 48 MB NPU
palm_detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.729 ms 0 - 3 MB NPU
palm_detector ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 2.556 ms 0 - 162 MB NPU
palm_detector ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.545 ms 0 - 46 MB NPU
palm_detector ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.322 ms 0 - 51 MB NPU
palm_detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.543 ms 0 - 0 MB NPU
palm_detector QNN_DLC float Snapdragon® X2 Elite 0.933 ms 1 - 1 MB NPU
palm_detector QNN_DLC float Snapdragon® X Elite 1.555 ms 1 - 1 MB NPU
palm_detector QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.911 ms 0 - 64 MB NPU
palm_detector QNN_DLC float Snapdragon® 8 Gen 1 Mobile 2.022 ms 0 - 62 MB NPU
palm_detector QNN_DLC float Qualcomm® QCS8275 4.768 ms 0 - 44 MB NPU
palm_detector QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.298 ms 1 - 30 MB NPU
palm_detector QNN_DLC float Qualcomm® SA8775P 2.0 ms 1 - 46 MB NPU
palm_detector QNN_DLC float Qualcomm® SA8650P 2.0 ms 1 - 46 MB NPU
palm_detector QNN_DLC float Qualcomm® SA8255P 2.0 ms 1 - 46 MB NPU
palm_detector QNN_DLC float Qualcomm® QCS8450 2.022 ms 0 - 62 MB NPU
palm_detector QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.759 ms 1 - 3 MB NPU
palm_detector QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.634 ms 1 - 46 MB NPU
palm_detector QNN_DLC float Qualcomm® SA7255P 4.768 ms 0 - 44 MB NPU
palm_detector QNN_DLC float Snapdragon® 8 Elite Mobile 0.725 ms 1 - 44 MB NPU
palm_detector QNN_DLC float Qualcomm® SA8295P 2.447 ms 0 - 37 MB NPU
palm_detector QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.725 ms 1 - 44 MB NPU
palm_detector QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 1.555 ms 1 - 1 MB NPU
palm_detector QNN_DLC w8a8 Snapdragon® X2 Elite 0.481 ms 0 - 0 MB NPU
palm_detector QNN_DLC w8a8 Snapdragon® X Elite 0.646 ms 0 - 0 MB NPU
palm_detector QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.35 ms 0 - 52 MB NPU
palm_detector QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.671 ms 0 - 57 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.465 ms 0 - 2 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® QCS8275 1.259 ms 0 - 36 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.506 ms 0 - 18 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® SA8775P 0.806 ms 0 - 40 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® SA8650P 0.806 ms 0 - 40 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® SA8255P 0.806 ms 0 - 40 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® QCS8450 0.671 ms 0 - 57 MB NPU
palm_detector QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.292 ms 0 - 42 MB NPU
palm_detector QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.499 ms 0 - 36 MB NPU
palm_detector QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.279 ms 0 - 38 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.642 ms 0 - 2 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 2.464 ms 0 - 37 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® SA8295P 1.019 ms 0 - 36 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® SA7255P 1.259 ms 0 - 36 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.499 ms 0 - 36 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.292 ms 0 - 42 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.646 ms 0 - 0 MB NPU
palm_detector TFLITE float Snapdragon® 8 Gen 3 Mobile 0.97 ms 0 - 62 MB NPU
palm_detector TFLITE float Snapdragon® 8 Gen 1 Mobile 2.143 ms 0 - 60 MB NPU
palm_detector TFLITE float Qualcomm® QCS8275 4.861 ms 0 - 43 MB NPU
palm_detector TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.37 ms 0 - 4 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 2.143 ms 0 - 60 MB NPU
palm_detector TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.834 ms 0 - 8 MB NPU
palm_detector TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.646 ms 0 - 42 MB NPU
palm_detector TFLITE float Qualcomm® SA7255P 4.861 ms 0 - 43 MB NPU
palm_detector TFLITE float Snapdragon® 8 Elite Mobile 0.772 ms 0 - 47 MB NPU
palm_detector TFLITE float Qualcomm® SA8295P 2.588 ms 0 - 35 MB NPU
palm_detector TFLITE float Qualcomm® Dragonwing™ Q-8750 0.772 ms 0 - 47 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 0.661 ms 0 - 56 MB NPU
palm_detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1.428 ms 0 - 6 MB NPU
palm_detector TFLITE w8a8 Qualcomm® QCS8275 1.301 ms 0 - 36 MB NPU
palm_detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.498 ms 0 - 4 MB NPU
palm_detector TFLITE w8a8 Qualcomm® SA8775P 0.813 ms 0 - 38 MB NPU
palm_detector TFLITE w8a8 Qualcomm® SA8650P 0.813 ms 0 - 38 MB NPU
palm_detector TFLITE w8a8 Qualcomm® SA8255P 0.813 ms 0 - 38 MB NPU
palm_detector TFLITE w8a8 Qualcomm® QCS8450 0.661 ms 0 - 56 MB NPU
palm_detector TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.298 ms 0 - 35 MB NPU
palm_detector TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.498 ms 0 - 34 MB NPU
palm_detector TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.285 ms 0 - 36 MB NPU
palm_detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.659 ms 0 - 4 MB NPU
palm_detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 2.396 ms 0 - 35 MB NPU
palm_detector TFLITE w8a8 Qualcomm® SA8295P 1.108 ms 0 - 34 MB NPU
palm_detector TFLITE w8a8 Qualcomm® SA7255P 1.301 ms 0 - 36 MB NPU
palm_detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.498 ms 0 - 34 MB NPU
palm_detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.298 ms 0 - 35 MB NPU

License

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

References

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Paper for qualcomm/MediaPipe-Hand-Gesture-Recognition