Hugging Face's logo

qualcomm
/
MediaPipe-Hand-Detection

Object Detection
PyTorch
real_time
android
Model card Files
xet
 Community
1

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 2.50, ONNX Runtime 1.27.1 Download
QNN_DLC float Universal QAIRT 2.50 Download
TFLITE float Universal QAIRT 2.50 Download

For more device-specific assets and performance metrics, visit MediaPipe-Hand-Detection 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-Detection on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

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

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
hand_detector ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.424 ms 0 - 46 MB NPU
hand_detector ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.49 ms 0 - 50 MB NPU
hand_detector ONNX float Snapdragon® X2 Elite 0.475 ms 2 - 2 MB NPU
hand_detector ONNX float Snapdragon® X Elite 0.861 ms 1 - 1 MB NPU
hand_detector ONNX float Snapdragon® 8 Gen 3 Mobile 0.586 ms 0 - 69 MB NPU
hand_detector ONNX float Snapdragon® 8 Gen 1 Mobile 1.403 ms 1 - 68 MB NPU
hand_detector ONNX float Qualcomm® Dragonwing™ IQ-8275 1.377 ms 1 - 5 MB NPU
hand_detector ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.832 ms 0 - 6 MB NPU
hand_detector ONNX float Qualcomm® QCS8450 1.403 ms 1 - 68 MB NPU
hand_detector ONNX float Qualcomm® Dragonwing™ IQ-9075 1.263 ms 1 - 4 MB NPU
hand_detector ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.861 ms 1 - 1 MB NPU
hand_detector ONNX float Qualcomm® Dragonwing™ Q-8750 0.49 ms 0 - 50 MB NPU
hand_detector QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.381 ms 1 - 44 MB NPU
hand_detector QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.434 ms 0 - 41 MB NPU
hand_detector QNN_DLC float Snapdragon® X2 Elite 0.619 ms 1 - 1 MB NPU
hand_detector QNN_DLC float Snapdragon® X Elite 0.878 ms 1 - 1 MB NPU
hand_detector QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.531 ms 0 - 61 MB NPU
hand_detector QNN_DLC float Snapdragon® 8 Gen 1 Mobile 1.246 ms 1 - 62 MB NPU
hand_detector QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.215 ms 1 - 5 MB NPU
hand_detector QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.731 ms 1 - 2 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 1.246 ms 1 - 62 MB NPU
hand_detector QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.124 ms 1 - 4 MB NPU
hand_detector QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 0.878 ms 1 - 1 MB NPU
hand_detector QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.434 ms 0 - 41 MB NPU
hand_detector QNN_DLC float Qualcomm® SA7255P 3.736 ms 1 - 44 MB NPU
hand_detector QNN_DLC float Qualcomm® SA8295P 1.51 ms 0 - 34 MB NPU
hand_detector TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.395 ms 0 - 41 MB NPU
hand_detector TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.446 ms 0 - 44 MB NPU
hand_detector TFLITE float Snapdragon® 8 Gen 3 Mobile 0.523 ms 0 - 60 MB NPU
hand_detector TFLITE float Snapdragon® 8 Gen 1 Mobile 1.264 ms 0 - 58 MB NPU
hand_detector TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.231 ms 0 - 8 MB NPU
hand_detector TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.735 ms 0 - 4 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 1.264 ms 0 - 58 MB NPU
hand_detector TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.13 ms 0 - 8 MB NPU
hand_detector TFLITE float Qualcomm® Dragonwing™ Q-8750 0.446 ms 0 - 44 MB NPU
hand_detector TFLITE float Qualcomm® SA7255P 3.78 ms 0 - 41 MB NPU
hand_detector TFLITE float Qualcomm® SA8295P 1.539 ms 0 - 33 MB NPU
hand_landmark_detector ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.533 ms 0 - 42 MB NPU
hand_landmark_detector ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.617 ms 0 - 45 MB NPU
hand_landmark_detector ONNX float Snapdragon® X2 Elite 0.685 ms 2 - 2 MB NPU
hand_landmark_detector ONNX float Snapdragon® X Elite 1.106 ms 6 - 6 MB NPU
hand_landmark_detector ONNX float Snapdragon® 8 Gen 3 Mobile 0.801 ms 0 - 64 MB NPU
hand_landmark_detector ONNX float Snapdragon® 8 Gen 1 Mobile 1.891 ms 1 - 64 MB NPU
hand_landmark_detector ONNX float Qualcomm® Dragonwing™ IQ-8275 1.983 ms 1 - 5 MB NPU
hand_landmark_detector ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.051 ms 0 - 2 MB NPU
hand_landmark_detector ONNX float Qualcomm® QCS8450 1.891 ms 1 - 64 MB NPU
hand_landmark_detector ONNX float Qualcomm® Dragonwing™ IQ-9075 1.809 ms 1 - 4 MB NPU
hand_landmark_detector ONNX float Qualcomm® Dragonwing™ IQ-X7181 1.106 ms 6 - 6 MB NPU
hand_landmark_detector ONNX float Qualcomm® Dragonwing™ Q-8750 0.617 ms 0 - 45 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.488 ms 1 - 40 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.572 ms 0 - 37 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® X2 Elite 0.83 ms 1 - 1 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® X Elite 1.206 ms 1 - 1 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.737 ms 0 - 59 MB NPU
hand_landmark_detector QNN_DLC float Snapdragon® 8 Gen 1 Mobile 1.774 ms 1 - 60 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.807 ms 1 - 4 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.952 ms 1 - 2 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® SA8650P 1.878 ms 0 - 37 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® SA8255P 1.878 ms 0 - 37 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® QCS8450 1.774 ms 1 - 60 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.624 ms 3 - 6 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 1.206 ms 1 - 1 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.572 ms 0 - 37 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® SA7255P 5.29 ms 1 - 39 MB NPU
hand_landmark_detector QNN_DLC float Qualcomm® SA8295P 2.067 ms 0 - 33 MB NPU
hand_landmark_detector TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.497 ms 0 - 42 MB NPU
hand_landmark_detector TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.577 ms 0 - 46 MB NPU
hand_landmark_detector TFLITE float Snapdragon® 8 Gen 3 Mobile 0.731 ms 0 - 62 MB NPU
hand_landmark_detector TFLITE float Snapdragon® 8 Gen 1 Mobile 1.769 ms 0 - 66 MB NPU
hand_landmark_detector TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.817 ms 0 - 10 MB NPU
hand_landmark_detector TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.945 ms 0 - 2 MB NPU
hand_landmark_detector TFLITE float Qualcomm® SA8650P 1.871 ms 0 - 43 MB NPU
hand_landmark_detector TFLITE float Qualcomm® SA8255P 1.871 ms 0 - 43 MB NPU
hand_landmark_detector TFLITE float Qualcomm® QCS8450 1.769 ms 0 - 66 MB NPU
hand_landmark_detector TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.621 ms 0 - 10 MB NPU
hand_landmark_detector TFLITE float Qualcomm® Dragonwing™ Q-8750 0.577 ms 0 - 46 MB NPU
hand_landmark_detector TFLITE float Qualcomm® SA7255P 5.311 ms 0 - 43 MB NPU
hand_landmark_detector TFLITE float Qualcomm® SA8295P 2.082 ms 0 - 37 MB NPU

License

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

References

Community

Downloads last month

-

Downloads are not tracked for this model. How to track
Inference Providers NEW
Object Detection
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support

Model tree for qualcomm/MediaPipe-Hand-Detection

Quantizations
1 model

Paper for qualcomm/MediaPipe-Hand-Detection