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MediaPipe-Hand-Gesture-Recognition

Object Detection
PyTorch
real_time
android
Model card Files
xet
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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 2.50, ONNX Runtime 1.30.0 Download
ONNX w8a8 Universal QAIRT 2.50, ONNX Runtime 1.30.0 Download
QNN_DLC float Universal QAIRT 2.50 Download
QNN_DLC w8a8 Universal QAIRT 2.50 Download
TFLITE float Universal QAIRT 2.50 Download
TFLITE w8a8 Universal QAIRT 2.50 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® 8 Elite Gen 5 For Galaxy Mobile 0.06 ms 0 - 23 MB NPU
canned_gesture_classifier ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.054 ms 0 - 22 MB NPU
canned_gesture_classifier ONNX float Snapdragon® X2 Elite 0.042 ms 1 - 1 MB NPU
canned_gesture_classifier ONNX float Snapdragon® X Elite 0.055 ms 1 - 1 MB NPU
canned_gesture_classifier ONNX float Snapdragon® 8 Gen 3 Mobile 0.069 ms 0 - 32 MB NPU
canned_gesture_classifier ONNX float Snapdragon® 8 Gen 1 Mobile 0.104 ms 0 - 37 MB NPU
canned_gesture_classifier ONNX float Qualcomm® Dragonwing™ IQ-8275 0.283 ms 0 - 4 MB NPU
canned_gesture_classifier ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.078 ms 0 - 2 MB NPU
canned_gesture_classifier ONNX float Qualcomm® QCS8450 0.104 ms 0 - 37 MB NPU
canned_gesture_classifier ONNX float Qualcomm® Dragonwing™ IQ-9075 0.16 ms 0 - 3 MB NPU
canned_gesture_classifier ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.055 ms 1 - 1 MB NPU
canned_gesture_classifier ONNX float Qualcomm® Dragonwing™ Q-8750 0.054 ms 0 - 22 MB NPU
canned_gesture_classifier ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.058 ms 0 - 26 MB NPU
canned_gesture_classifier ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.052 ms 0 - 25 MB NPU
canned_gesture_classifier ONNX w8a8 Snapdragon® X2 Elite 0.038 ms 1 - 1 MB NPU
canned_gesture_classifier ONNX w8a8 Snapdragon® X Elite 0.05 ms 1 - 1 MB NPU
canned_gesture_classifier ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.066 ms 0 - 35 MB NPU
canned_gesture_classifier ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.098 ms 0 - 38 MB NPU
canned_gesture_classifier ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 0.428 ms 0 - 3 MB NPU
canned_gesture_classifier ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.143 ms 0 - 4 MB NPU
canned_gesture_classifier ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.08 ms 0 - 2 MB NPU
canned_gesture_classifier ONNX w8a8 Qualcomm® QCS8450 0.098 ms 0 - 38 MB NPU
canned_gesture_classifier ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.166 ms 0 - 3 MB NPU
canned_gesture_classifier ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.05 ms 1 - 1 MB NPU
canned_gesture_classifier ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 0.185 ms 0 - 25 MB NPU
canned_gesture_classifier ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.083 ms 0 - 25 MB NPU
canned_gesture_classifier ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.052 ms 0 - 25 MB NPU
canned_gesture_classifier ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.083 ms 0 - 25 MB NPU
canned_gesture_classifier QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.054 ms 0 - 22 MB NPU
canned_gesture_classifier QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.048 ms 0 - 22 MB NPU
canned_gesture_classifier QNN_DLC float Snapdragon® X2 Elite 0.144 ms 0 - 0 MB NPU
canned_gesture_classifier QNN_DLC float Snapdragon® X Elite 0.151 ms 1 - 1 MB NPU
canned_gesture_classifier QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.066 ms 0 - 30 MB NPU
canned_gesture_classifier QNN_DLC float Snapdragon® 8 Gen 1 Mobile 0.1 ms 0 - 32 MB NPU
canned_gesture_classifier QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 0.121 ms 0 - 3 MB NPU
canned_gesture_classifier QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.078 ms 0 - 1 MB NPU
canned_gesture_classifier QNN_DLC float Qualcomm® SA8650P 0.22 ms 0 - 20 MB NPU
canned_gesture_classifier QNN_DLC float Qualcomm® SA8255P 0.22 ms 0 - 20 MB NPU
canned_gesture_classifier QNN_DLC float Qualcomm® QCS8450 0.1 ms 0 - 32 MB NPU
canned_gesture_classifier QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 0.144 ms 0 - 2 MB NPU
canned_gesture_classifier QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 0.151 ms 1 - 1 MB NPU
canned_gesture_classifier QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.048 ms 0 - 22 MB NPU
canned_gesture_classifier QNN_DLC float Qualcomm® SA8295P 0.212 ms 0 - 20 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.054 ms 0 - 22 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.046 ms 0 - 22 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Snapdragon® X2 Elite 0.128 ms 0 - 0 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Snapdragon® X Elite 0.158 ms 1 - 1 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.059 ms 0 - 30 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.097 ms 0 - 31 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 0.338 ms 0 - 2 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.12 ms 0 - 3 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.07 ms 0 - 1 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® SA8650P 0.221 ms 0 - 19 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® SA8255P 0.221 ms 0 - 19 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® QCS8450 0.097 ms 0 - 31 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.13 ms 0 - 2 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.158 ms 1 - 1 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 0.129 ms 0 - 21 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.058 ms 0 - 21 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.046 ms 0 - 22 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Qualcomm® SA8295P 0.216 ms 0 - 20 MB NPU
canned_gesture_classifier QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.058 ms 0 - 21 MB NPU
canned_gesture_classifier TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.06 ms 0 - 22 MB NPU
canned_gesture_classifier TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.054 ms 0 - 22 MB NPU
canned_gesture_classifier TFLITE float Snapdragon® 8 Gen 3 Mobile 0.06 ms 0 - 31 MB NPU
canned_gesture_classifier TFLITE float Snapdragon® 8 Gen 1 Mobile 0.102 ms 0 - 36 MB NPU
canned_gesture_classifier TFLITE float Qualcomm® Dragonwing™ IQ-8275 0.151 ms 0 - 3 MB NPU
canned_gesture_classifier TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.075 ms 0 - 28 MB NPU
canned_gesture_classifier TFLITE float Qualcomm® SA8650P 0.234 ms 0 - 21 MB NPU
canned_gesture_classifier TFLITE float Qualcomm® SA8255P 0.234 ms 0 - 21 MB NPU
canned_gesture_classifier TFLITE float Qualcomm® QCS8450 0.102 ms 0 - 36 MB NPU
canned_gesture_classifier TFLITE float Qualcomm® Dragonwing™ IQ-9075 0.139 ms 0 - 3 MB NPU
canned_gesture_classifier TFLITE float Qualcomm® Dragonwing™ Q-8750 0.054 ms 0 - 22 MB NPU
canned_gesture_classifier TFLITE float Qualcomm® SA8295P 0.215 ms 0 - 19 MB NPU
canned_gesture_classifier TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.059 ms 0 - 22 MB NPU
canned_gesture_classifier TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.054 ms 0 - 21 MB NPU
canned_gesture_classifier TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.065 ms 0 - 29 MB NPU
canned_gesture_classifier TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.101 ms 0 - 35 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 0.214 ms 0 - 2 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.149 ms 0 - 3 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.065 ms 0 - 3 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 0.101 ms 0 - 35 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.138 ms 0 - 3 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 0.123 ms 0 - 21 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.069 ms 0 - 20 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.054 ms 0 - 21 MB NPU
canned_gesture_classifier TFLITE w8a8 Qualcomm® SA8295P 0.212 ms 0 - 19 MB NPU
canned_gesture_classifier TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.069 ms 0 - 20 MB NPU
hand_landmark_detector ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.263 ms 0 - 33 MB NPU
hand_landmark_detector ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.335 ms 0 - 31 MB NPU
hand_landmark_detector ONNX float Snapdragon® X2 Elite 0.314 ms 2 - 2 MB NPU
hand_landmark_detector ONNX float Snapdragon® X Elite 0.55 ms 7 - 7 MB NPU
hand_landmark_detector ONNX float Snapdragon® 8 Gen 3 Mobile 0.399 ms 0 - 51 MB NPU
hand_landmark_detector ONNX float Snapdragon® 8 Gen 1 Mobile 1.001 ms 1 - 55 MB NPU
hand_landmark_detector ONNX float Qualcomm® Dragonwing™ IQ-8275 0.979 ms 0 - 4 MB NPU
hand_landmark_detector ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.551 ms 1 - 3 MB NPU
hand_landmark_detector ONNX float Qualcomm® QCS8450 1.001 ms 1 - 55 MB NPU
hand_landmark_detector ONNX float Qualcomm® Dragonwing™ IQ-9075 0.87 ms 1 - 4 MB NPU
hand_landmark_detector ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.55 ms 7 - 7 MB NPU
hand_landmark_detector ONNX float Qualcomm® Dragonwing™ Q-8750 0.335 ms 0 - 31 MB NPU
hand_landmark_detector ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.154 ms 0 - 40 MB NPU
hand_landmark_detector ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.177 ms 0 - 44 MB NPU
hand_landmark_detector ONNX w8a8 Snapdragon® X2 Elite 0.148 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 - 58 MB NPU
hand_landmark_detector ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.383 ms 0 - 62 MB NPU
hand_landmark_detector ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.25 ms 0 - 3 MB NPU
hand_landmark_detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.435 ms 0 - 4 MB NPU
hand_landmark_detector ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.277 ms 0 - 6 MB NPU
hand_landmark_detector ONNX w8a8 Qualcomm® QCS8450 0.383 ms 0 - 62 MB NPU
hand_landmark_detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.409 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 1.502 ms 0 - 41 MB NPU
hand_landmark_detector ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.27 ms 0 - 40 MB NPU
hand_landmark_detector ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.177 ms 0 - 44 MB NPU
hand_landmark_detector ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.27 ms 0 - 40 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.234 ms 1 - 31 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.292 ms 0 - 29 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® X2 Elite 0.376 ms 1 - 1 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® X Elite 0.58 ms 1 - 1 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.351 ms 0 - 47 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® 8 Gen 1 Mobile 0.855 ms 0 - 55 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 0.846 ms 1 - 4 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.474 ms 1 - 2 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® SA8650P 0.866 ms 1 - 29 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® SA8255P 0.866 ms 1 - 29 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® QCS8450 0.855 ms 0 - 55 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 0.752 ms 1 - 3 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 0.58 ms 1 - 1 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.292 ms 0 - 29 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® SA8295P 1.102 ms 0 - 29 MB NPU
hand_landmark_detector QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.11 ms 0 - 34 MB NPU
hand_landmark_detector QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.135 ms 0 - 33 MB NPU
hand_landmark_detector QNN_DLC w8a8 Snapdragon® X2 Elite 0.202 ms 0 - 0 MB NPU
hand_landmark_detector QNN_DLC w8a8 Snapdragon® X Elite 0.291 ms 0 - 0 MB NPU
hand_landmark_detector QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.153 ms 0 - 50 MB NPU
hand_landmark_detector QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.303 ms 0 - 57 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.08 ms 2 - 4 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.261 ms 0 - 3 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.207 ms 0 - 39 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® SA8650P 0.383 ms 0 - 34 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® SA8255P 0.383 ms 0 - 34 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® QCS8450 0.303 ms 0 - 57 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.292 ms 0 - 2 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.291 ms 0 - 0 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 1.37 ms 0 - 35 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.235 ms 0 - 34 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.135 ms 0 - 33 MB NPU
hand_landmark_detector QNN_DLC w8a8 Qualcomm® SA8295P 0.518 ms 0 - 34 MB NPU
hand_landmark_detector QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.235 ms 0 - 34 MB NPU
hand_landmark_detector TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.241 ms 0 - 31 MB NPU
hand_landmark_detector TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.298 ms 0 - 37 MB NPU
hand_landmark_detector TFLITE float Snapdragon® 8 Gen 3 Mobile 0.346 ms 0 - 51 MB NPU
hand_landmark_detector TFLITE float Snapdragon® 8 Gen 1 Mobile 0.879 ms 0 - 55 MB NPU
hand_landmark_detector TFLITE float Qualcomm® Dragonwing™ IQ-8275 0.862 ms 0 - 11 MB NPU
hand_landmark_detector TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.475 ms 0 - 2 MB NPU
hand_landmark_detector TFLITE float Qualcomm® SA8650P 0.884 ms 0 - 32 MB NPU
hand_landmark_detector TFLITE float Qualcomm® SA8255P 0.884 ms 0 - 32 MB NPU
hand_landmark_detector TFLITE float Qualcomm® QCS8450 0.879 ms 0 - 55 MB NPU
hand_landmark_detector TFLITE float Qualcomm® Dragonwing™ IQ-9075 0.758 ms 0 - 11 MB NPU
hand_landmark_detector TFLITE float Qualcomm® Dragonwing™ Q-8750 0.298 ms 0 - 37 MB NPU
hand_landmark_detector TFLITE float Qualcomm® SA8295P 1.116 ms 0 - 29 MB NPU
hand_landmark_detector TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.116 ms 0 - 33 MB NPU
hand_landmark_detector TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.139 ms 0 - 32 MB NPU
hand_landmark_detector TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.146 ms 0 - 49 MB NPU
hand_landmark_detector TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.304 ms 0 - 57 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 0.974 ms 0 - 11 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.27 ms 0 - 7 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.207 ms 0 - 2 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® SA8650P 0.404 ms 0 - 33 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® SA8255P 0.404 ms 0 - 33 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® QCS8450 0.304 ms 0 - 57 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.306 ms 0 - 6 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 1.38 ms 0 - 33 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.233 ms 0 - 33 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.139 ms 0 - 32 MB NPU
hand_landmark_detector TFLITE w8a8 Qualcomm® SA8295P 0.537 ms 0 - 33 MB NPU
hand_landmark_detector TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.233 ms 0 - 33 MB NPU
palm_detector ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.674 ms 0 - 52 MB NPU
palm_detector ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.772 ms 0 - 50 MB NPU
palm_detector ONNX float Snapdragon® X2 Elite 0.756 ms 2 - 2 MB NPU
palm_detector ONNX float Snapdragon® X Elite 1.421 ms 0 - 0 MB NPU
palm_detector ONNX float Snapdragon® 8 Gen 3 Mobile 0.982 ms 0 - 75 MB NPU
palm_detector ONNX float Snapdragon® 8 Gen 1 Mobile 2.025 ms 1 - 71 MB NPU
palm_detector ONNX float Qualcomm® Dragonwing™ IQ-8275 1.944 ms 1 - 5 MB NPU
palm_detector ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.393 ms 0 - 6 MB NPU
palm_detector ONNX float Qualcomm® QCS8450 2.025 ms 1 - 71 MB NPU
palm_detector ONNX float Qualcomm® Dragonwing™ IQ-9075 1.892 ms 1 - 4 MB NPU
palm_detector ONNX float Qualcomm® Dragonwing™ IQ-X7181 1.421 ms 0 - 0 MB NPU
palm_detector ONNX float Qualcomm® Dragonwing™ Q-8750 0.772 ms 0 - 50 MB NPU
palm_detector ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.271 ms 0 - 51 MB NPU
palm_detector ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.285 ms 0 - 54 MB NPU
palm_detector ONNX w8a8 Snapdragon® X2 Elite 0.264 ms 1 - 1 MB NPU
palm_detector ONNX w8a8 Snapdragon® X Elite 0.494 ms 0 - 0 MB NPU
palm_detector ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.334 ms 0 - 65 MB NPU
palm_detector ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.604 ms 0 - 71 MB NPU
palm_detector ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.281 ms 0 - 3 MB NPU
palm_detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.548 ms 0 - 4 MB NPU
palm_detector ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.496 ms 0 - 5 MB NPU
palm_detector ONNX w8a8 Qualcomm® QCS8450 0.604 ms 0 - 71 MB NPU
palm_detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.637 ms 0 - 3 MB NPU
palm_detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.494 ms 0 - 0 MB NPU
palm_detector ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 2.537 ms 0 - 180 MB NPU
palm_detector ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.512 ms 0 - 50 MB NPU
palm_detector ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.285 ms 0 - 54 MB NPU
palm_detector ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.512 ms 0 - 50 MB NPU
palm_detector QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.632 ms 1 - 48 MB NPU
palm_detector QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.714 ms 0 - 46 MB NPU
palm_detector QNN_DLC float Snapdragon® X2 Elite 1.0 ms 1 - 1 MB NPU
palm_detector QNN_DLC float Snapdragon® X Elite 1.547 ms 1 - 1 MB NPU
palm_detector QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.912 ms 0 - 68 MB NPU
palm_detector QNN_DLC float Snapdragon® 8 Gen 1 Mobile 1.876 ms 0 - 66 MB NPU
palm_detector QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.77 ms 1 - 5 MB NPU
palm_detector QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.306 ms 1 - 12 MB NPU
palm_detector QNN_DLC float Qualcomm® SA8650P 1.978 ms 0 - 46 MB NPU
palm_detector QNN_DLC float Qualcomm® SA8255P 1.978 ms 0 - 46 MB NPU
palm_detector QNN_DLC float Qualcomm® QCS8450 1.876 ms 0 - 66 MB NPU
palm_detector QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.753 ms 1 - 4 MB NPU
palm_detector QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 1.547 ms 1 - 1 MB NPU
palm_detector QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.714 ms 0 - 46 MB NPU
palm_detector QNN_DLC float Qualcomm® SA8295P 2.229 ms 0 - 40 MB NPU
palm_detector QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.257 ms 0 - 42 MB NPU
palm_detector QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.267 ms 0 - 40 MB NPU
palm_detector QNN_DLC w8a8 Snapdragon® X2 Elite 0.379 ms 0 - 0 MB NPU
palm_detector QNN_DLC w8a8 Snapdragon® X Elite 0.577 ms 0 - 0 MB NPU
palm_detector QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.305 ms 0 - 56 MB NPU
palm_detector QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.556 ms 0 - 63 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.301 ms 0 - 3 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.542 ms 0 - 3 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.455 ms 0 - 2 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® SA8650P 0.79 ms 0 - 42 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® SA8255P 0.79 ms 0 - 42 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® QCS8450 0.556 ms 0 - 63 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.566 ms 0 - 3 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.577 ms 0 - 0 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 2.386 ms 0 - 48 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.461 ms 0 - 41 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.267 ms 0 - 40 MB NPU
palm_detector QNN_DLC w8a8 Qualcomm® SA8295P 0.799 ms 0 - 40 MB NPU
palm_detector QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.461 ms 0 - 41 MB NPU
palm_detector TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.646 ms 0 - 47 MB NPU
palm_detector TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.755 ms 0 - 50 MB NPU
palm_detector TFLITE float Snapdragon® 8 Gen 3 Mobile 0.951 ms 0 - 65 MB NPU
palm_detector TFLITE float Snapdragon® 8 Gen 1 Mobile 1.981 ms 0 - 64 MB NPU
palm_detector TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.815 ms 0 - 9 MB NPU
palm_detector TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.36 ms 0 - 4 MB NPU
palm_detector TFLITE float Qualcomm® SA8650P 2.078 ms 0 - 46 MB NPU
palm_detector TFLITE float Qualcomm® SA8255P 2.078 ms 0 - 46 MB NPU
palm_detector TFLITE float Qualcomm® QCS8450 1.981 ms 0 - 64 MB NPU
palm_detector TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.848 ms 0 - 8 MB NPU
palm_detector TFLITE float Qualcomm® Dragonwing™ Q-8750 0.755 ms 0 - 50 MB NPU
palm_detector TFLITE float Qualcomm® SA8295P 2.354 ms 0 - 38 MB NPU
palm_detector TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.261 ms 0 - 40 MB NPU
palm_detector TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.266 ms 0 - 40 MB NPU
palm_detector TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.311 ms 0 - 54 MB NPU
palm_detector TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.561 ms 0 - 61 MB NPU
palm_detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1.148 ms 0 - 6 MB NPU
palm_detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.537 ms 0 - 6 MB NPU
palm_detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.46 ms 0 - 42 MB NPU
palm_detector TFLITE w8a8 Qualcomm® SA8650P 0.818 ms 0 - 39 MB NPU
palm_detector TFLITE w8a8 Qualcomm® SA8255P 0.818 ms 0 - 39 MB NPU
palm_detector TFLITE w8a8 Qualcomm® QCS8450 0.561 ms 0 - 61 MB NPU
palm_detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.594 ms 0 - 5 MB NPU
palm_detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 2.426 ms 0 - 46 MB NPU
palm_detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.464 ms 0 - 38 MB NPU
palm_detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.266 ms 0 - 40 MB NPU
palm_detector TFLITE w8a8 Qualcomm® SA8295P 0.817 ms 0 - 38 MB NPU
palm_detector TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.464 ms 0 - 38 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