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 2.42, ONNX Runtime 1.24.3 | Download |
| ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | 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® 8 Elite Gen 5 Mobile | 0.058 ms | 0 - 21 MB | NPU |
| canned_gesture_classifier | ONNX | float | Snapdragon® 8 Elite Mobile | 0.056 ms | 0 - 17 MB | NPU |
| canned_gesture_classifier | ONNX | float | Snapdragon® X2 Elite | 0.042 ms | 0 - 0 MB | NPU |
| canned_gesture_classifier | ONNX | float | Snapdragon® X Elite | 0.184 ms | 1 - 1 MB | NPU |
| canned_gesture_classifier | ONNX | float | Snapdragon® X Elite | 0.184 ms | 1 - 1 MB | NPU |
| canned_gesture_classifier | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.066 ms | 0 - 26 MB | NPU |
| canned_gesture_classifier | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.075 ms | 0 - 2 MB | NPU |
| canned_gesture_classifier | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.056 ms | 0 - 17 MB | NPU |
| canned_gesture_classifier | ONNX | float | Qualcomm® QCS9075 | 0.162 ms | 0 - 3 MB | NPU |
| canned_gesture_classifier | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.054 ms | 0 - 21 MB | NPU |
| canned_gesture_classifier | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.054 ms | 0 - 19 MB | NPU |
| canned_gesture_classifier | ONNX | w8a8 | Snapdragon® X2 Elite | 0.043 ms | 0 - 0 MB | NPU |
| canned_gesture_classifier | ONNX | w8a8 | Snapdragon® X Elite | 0.16 ms | 1 - 1 MB | NPU |
| canned_gesture_classifier | ONNX | w8a8 | Snapdragon® X Elite | 0.16 ms | 1 - 1 MB | NPU |
| canned_gesture_classifier | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.062 ms | 0 - 27 MB | NPU |
| canned_gesture_classifier | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.08 ms | 0 - 10 MB | NPU |
| canned_gesture_classifier | ONNX | w8a8 | Qualcomm® QCS9075 | 0.155 ms | 0 - 3 MB | NPU |
| canned_gesture_classifier | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.054 ms | 0 - 19 MB | NPU |
| canned_gesture_classifier | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.053 ms | 0 - 20 MB | NPU |
| canned_gesture_classifier | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 0.051 ms | 0 - 18 MB | NPU |
| canned_gesture_classifier | QNN_DLC | float | Snapdragon® X2 Elite | 0.133 ms | 0 - 0 MB | NPU |
| canned_gesture_classifier | QNN_DLC | float | Snapdragon® X Elite | 0.154 ms | 0 - 0 MB | NPU |
| canned_gesture_classifier | QNN_DLC | float | Snapdragon® X Elite | 0.154 ms | 0 - 0 MB | NPU |
| canned_gesture_classifier | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.055 ms | 0 - 27 MB | NPU |
| canned_gesture_classifier | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.068 ms | 0 - 18 MB | NPU |
| canned_gesture_classifier | QNN_DLC | float | Qualcomm® SA8775P | 0.221 ms | 0 - 20 MB | NPU |
| canned_gesture_classifier | QNN_DLC | float | Qualcomm® SA8775P | 0.221 ms | 0 - 20 MB | NPU |
| canned_gesture_classifier | QNN_DLC | float | Qualcomm® SA8775P | 0.221 ms | 0 - 20 MB | NPU |
| canned_gesture_classifier | QNN_DLC | float | Qualcomm® SA7255P | 0.317 ms | 0 - 19 MB | NPU |
| canned_gesture_classifier | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 0.098 ms | 0 - 27 MB | NPU |
| canned_gesture_classifier | QNN_DLC | float | Qualcomm® SA8295P | 0.321 ms | 0 - 15 MB | NPU |
| canned_gesture_classifier | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.051 ms | 0 - 18 MB | NPU |
| canned_gesture_classifier | QNN_DLC | float | Qualcomm® QCS9075 | 0.131 ms | 0 - 2 MB | NPU |
| canned_gesture_classifier | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.042 ms | 0 - 20 MB | NPU |
| canned_gesture_classifier | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.05 ms | 0 - 18 MB | NPU |
| canned_gesture_classifier | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.132 ms | 0 - 0 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® X Elite | 0.156 ms | 0 - 0 MB | NPU |
| canned_gesture_classifier | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.053 ms | 0 - 25 MB | NPU |
| canned_gesture_classifier | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 0.252 ms | 2 - 4 MB | NPU |
| canned_gesture_classifier | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.073 ms | 0 - 3 MB | NPU |
| canned_gesture_classifier | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.208 ms | 0 - 19 MB | NPU |
| canned_gesture_classifier | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.208 ms | 0 - 19 MB | NPU |
| canned_gesture_classifier | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.208 ms | 0 - 19 MB | NPU |
| canned_gesture_classifier | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.128 ms | 0 - 2 MB | NPU |
| canned_gesture_classifier | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.05 ms | 0 - 18 MB | NPU |
| canned_gesture_classifier | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.095 ms | 0 - 27 MB | NPU |
| canned_gesture_classifier | QNN_DLC | w8a8 | Qualcomm® SA7255P | 0.306 ms | 0 - 19 MB | NPU |
| canned_gesture_classifier | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.059 ms | 0 - 17 MB | NPU |
| canned_gesture_classifier | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 0.124 ms | 0 - 17 MB | NPU |
| canned_gesture_classifier | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.322 ms | 0 - 15 MB | NPU |
| canned_gesture_classifier | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.059 ms | 0 - 17 MB | NPU |
| canned_gesture_classifier | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.055 ms | 0 - 20 MB | NPU |
| canned_gesture_classifier | TFLITE | float | Snapdragon® 8 Elite Mobile | 0.055 ms | 0 - 18 MB | NPU |
| canned_gesture_classifier | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.059 ms | 0 - 26 MB | NPU |
| canned_gesture_classifier | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 0.073 ms | 0 - 2 MB | NPU |
| canned_gesture_classifier | TFLITE | float | Qualcomm® SA8775P | 0.24 ms | 0 - 20 MB | NPU |
| canned_gesture_classifier | TFLITE | float | Qualcomm® SA8775P | 0.24 ms | 0 - 20 MB | NPU |
| canned_gesture_classifier | TFLITE | float | Qualcomm® SA8775P | 0.24 ms | 0 - 20 MB | NPU |
| canned_gesture_classifier | TFLITE | float | Qualcomm® SA7255P | 0.34 ms | 0 - 19 MB | NPU |
| canned_gesture_classifier | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 0.097 ms | 0 - 26 MB | NPU |
| canned_gesture_classifier | TFLITE | float | Qualcomm® SA8295P | 0.34 ms | 0 - 15 MB | NPU |
| canned_gesture_classifier | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.055 ms | 0 - 18 MB | NPU |
| canned_gesture_classifier | TFLITE | float | Qualcomm® QCS9075 | 0.133 ms | 0 - 2 MB | NPU |
| canned_gesture_classifier | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.048 ms | 0 - 20 MB | NPU |
| canned_gesture_classifier | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.053 ms | 0 - 19 MB | NPU |
| canned_gesture_classifier | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.06 ms | 0 - 25 MB | NPU |
| canned_gesture_classifier | TFLITE | w8a8 | Qualcomm® QCS6490 | 0.242 ms | 0 - 2 MB | NPU |
| canned_gesture_classifier | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.072 ms | 0 - 1 MB | NPU |
| canned_gesture_classifier | TFLITE | w8a8 | Qualcomm® SA8775P | 0.228 ms | 0 - 19 MB | NPU |
| canned_gesture_classifier | TFLITE | w8a8 | Qualcomm® SA8775P | 0.228 ms | 0 - 19 MB | NPU |
| canned_gesture_classifier | TFLITE | w8a8 | Qualcomm® SA8775P | 0.228 ms | 0 - 19 MB | NPU |
| canned_gesture_classifier | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.13 ms | 0 - 2 MB | NPU |
| canned_gesture_classifier | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.053 ms | 0 - 19 MB | NPU |
| canned_gesture_classifier | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.096 ms | 0 - 26 MB | NPU |
| canned_gesture_classifier | TFLITE | w8a8 | Qualcomm® SA7255P | 0.327 ms | 0 - 18 MB | NPU |
| canned_gesture_classifier | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.063 ms | 0 - 16 MB | NPU |
| canned_gesture_classifier | TFLITE | w8a8 | Qualcomm® QCM6690 | 0.11 ms | 0 - 16 MB | NPU |
| canned_gesture_classifier | TFLITE | w8a8 | Qualcomm® SA8295P | 0.328 ms | 0 - 15 MB | NPU |
| canned_gesture_classifier | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.063 ms | 0 - 16 MB | NPU |
| hand_landmark_detector | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.257 ms | 0 - 31 MB | NPU |
| hand_landmark_detector | ONNX | float | Snapdragon® 8 Elite Mobile | 0.332 ms | 0 - 27 MB | NPU |
| hand_landmark_detector | ONNX | float | Snapdragon® X2 Elite | 0.318 ms | 7 - 7 MB | NPU |
| hand_landmark_detector | ONNX | float | Snapdragon® X Elite | 0.701 ms | 7 - 7 MB | NPU |
| hand_landmark_detector | ONNX | float | Snapdragon® X Elite | 0.701 ms | 7 - 7 MB | NPU |
| hand_landmark_detector | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.397 ms | 0 - 46 MB | NPU |
| hand_landmark_detector | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.56 ms | 0 - 18 MB | NPU |
| hand_landmark_detector | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.332 ms | 0 - 27 MB | NPU |
| hand_landmark_detector | ONNX | float | Qualcomm® QCS9075 | 0.889 ms | 1 - 3 MB | NPU |
| hand_landmark_detector | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.169 ms | 0 - 35 MB | NPU |
| hand_landmark_detector | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.182 ms | 0 - 30 MB | NPU |
| hand_landmark_detector | ONNX | w8a8 | Snapdragon® X2 Elite | 0.181 ms | 5 - 5 MB | NPU |
| hand_landmark_detector | ONNX | w8a8 | Snapdragon® X Elite | 0.389 ms | 3 - 3 MB | NPU |
| hand_landmark_detector | ONNX | w8a8 | Snapdragon® X Elite | 0.389 ms | 3 - 3 MB | NPU |
| hand_landmark_detector | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.224 ms | 0 - 48 MB | NPU |
| hand_landmark_detector | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.3 ms | 0 - 6 MB | NPU |
| hand_landmark_detector | ONNX | w8a8 | Qualcomm® QCS9075 | 0.466 ms | 0 - 3 MB | NPU |
| hand_landmark_detector | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.182 ms | 0 - 30 MB | NPU |
| hand_landmark_detector | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.224 ms | 1 - 30 MB | NPU |
| hand_landmark_detector | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 0.291 ms | 1 - 32 MB | NPU |
| hand_landmark_detector | QNN_DLC | float | Snapdragon® X2 Elite | 0.382 ms | 1 - 1 MB | NPU |
| hand_landmark_detector | QNN_DLC | float | Snapdragon® X Elite | 0.612 ms | 1 - 1 MB | NPU |
| hand_landmark_detector | QNN_DLC | float | Snapdragon® X Elite | 0.612 ms | 1 - 1 MB | NPU |
| hand_landmark_detector | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.349 ms | 0 - 44 MB | NPU |
| hand_landmark_detector | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.469 ms | 0 - 10 MB | NPU |
| hand_landmark_detector | QNN_DLC | float | Qualcomm® SA8775P | 0.858 ms | 1 - 28 MB | NPU |
| hand_landmark_detector | QNN_DLC | float | Qualcomm® SA8775P | 0.858 ms | 1 - 28 MB | NPU |
| hand_landmark_detector | QNN_DLC | float | Qualcomm® SA8775P | 0.858 ms | 1 - 28 MB | NPU |
| hand_landmark_detector | QNN_DLC | float | Qualcomm® SA7255P | 2.721 ms | 1 - 26 MB | NPU |
| hand_landmark_detector | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 0.96 ms | 0 - 46 MB | NPU |
| hand_landmark_detector | QNN_DLC | float | Qualcomm® SA8295P | 1.237 ms | 0 - 25 MB | NPU |
| hand_landmark_detector | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.291 ms | 1 - 32 MB | NPU |
| hand_landmark_detector | QNN_DLC | float | Qualcomm® QCS9075 | 0.758 ms | 1 - 3 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.108 ms | 0 - 34 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.129 ms | 0 - 29 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.203 ms | 0 - 0 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.314 ms | 0 - 0 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.314 ms | 0 - 0 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.151 ms | 0 - 45 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 1.03 ms | 2 - 4 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.204 ms | 0 - 2 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.374 ms | 0 - 32 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.374 ms | 0 - 32 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.374 ms | 0 - 32 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.278 ms | 0 - 2 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.129 ms | 0 - 29 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.398 ms | 0 - 48 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Qualcomm® SA7255P | 0.632 ms | 0 - 30 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.229 ms | 0 - 29 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 1.308 ms | 0 - 30 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.622 ms | 0 - 28 MB | NPU |
| hand_landmark_detector | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.229 ms | 0 - 29 MB | NPU |
| hand_landmark_detector | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.226 ms | 0 - 33 MB | NPU |
| hand_landmark_detector | TFLITE | float | Snapdragon® 8 Elite Mobile | 0.297 ms | 0 - 28 MB | NPU |
| hand_landmark_detector | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.346 ms | 0 - 46 MB | NPU |
| hand_landmark_detector | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 0.473 ms | 0 - 37 MB | NPU |
| hand_landmark_detector | TFLITE | float | Qualcomm® SA8775P | 0.88 ms | 0 - 31 MB | NPU |
| hand_landmark_detector | TFLITE | float | Qualcomm® SA8775P | 0.88 ms | 0 - 31 MB | NPU |
| hand_landmark_detector | TFLITE | float | Qualcomm® SA8775P | 0.88 ms | 0 - 31 MB | NPU |
| hand_landmark_detector | TFLITE | float | Qualcomm® SA7255P | 2.752 ms | 0 - 29 MB | NPU |
| hand_landmark_detector | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 0.98 ms | 0 - 47 MB | NPU |
| hand_landmark_detector | TFLITE | float | Qualcomm® SA8295P | 1.239 ms | 0 - 26 MB | NPU |
| hand_landmark_detector | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.297 ms | 0 - 28 MB | NPU |
| hand_landmark_detector | TFLITE | float | Qualcomm® QCS9075 | 0.771 ms | 0 - 10 MB | NPU |
| hand_landmark_detector | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.108 ms | 0 - 31 MB | NPU |
| hand_landmark_detector | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.136 ms | 0 - 33 MB | NPU |
| hand_landmark_detector | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.143 ms | 0 - 43 MB | NPU |
| hand_landmark_detector | TFLITE | w8a8 | Qualcomm® QCS6490 | 0.942 ms | 0 - 9 MB | NPU |
| hand_landmark_detector | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.199 ms | 0 - 1 MB | NPU |
| hand_landmark_detector | TFLITE | w8a8 | Qualcomm® SA8775P | 0.394 ms | 0 - 31 MB | NPU |
| hand_landmark_detector | TFLITE | w8a8 | Qualcomm® SA8775P | 0.394 ms | 0 - 31 MB | NPU |
| hand_landmark_detector | TFLITE | w8a8 | Qualcomm® SA8775P | 0.394 ms | 0 - 31 MB | NPU |
| hand_landmark_detector | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.291 ms | 0 - 5 MB | NPU |
| hand_landmark_detector | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.136 ms | 0 - 33 MB | NPU |
| hand_landmark_detector | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.4 ms | 0 - 46 MB | NPU |
| hand_landmark_detector | TFLITE | w8a8 | Qualcomm® SA7255P | 0.657 ms | 0 - 29 MB | NPU |
| hand_landmark_detector | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.228 ms | 0 - 27 MB | NPU |
| hand_landmark_detector | TFLITE | w8a8 | Qualcomm® QCM6690 | 1.28 ms | 0 - 28 MB | NPU |
| hand_landmark_detector | TFLITE | w8a8 | Qualcomm® SA8295P | 0.613 ms | 0 - 27 MB | NPU |
| hand_landmark_detector | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.228 ms | 0 - 27 MB | NPU |
| palm_detector | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.667 ms | 0 - 52 MB | NPU |
| palm_detector | ONNX | float | Snapdragon® 8 Elite Mobile | 0.789 ms | 0 - 54 MB | NPU |
| palm_detector | ONNX | float | Snapdragon® X2 Elite | 0.758 ms | 0 - 0 MB | NPU |
| palm_detector | ONNX | float | Snapdragon® X Elite | 1.66 ms | 4 - 4 MB | NPU |
| palm_detector | ONNX | float | Snapdragon® X Elite | 1.66 ms | 4 - 4 MB | NPU |
| palm_detector | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.992 ms | 0 - 77 MB | NPU |
| palm_detector | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.401 ms | 0 - 6 MB | NPU |
| palm_detector | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.789 ms | 0 - 54 MB | NPU |
| palm_detector | ONNX | float | Qualcomm® QCS9075 | 2.045 ms | 1 - 3 MB | NPU |
| palm_detector | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.301 ms | 0 - 48 MB | NPU |
| palm_detector | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.321 ms | 0 - 42 MB | NPU |
| palm_detector | ONNX | w8a8 | Snapdragon® X2 Elite | 0.321 ms | 0 - 0 MB | NPU |
| palm_detector | ONNX | w8a8 | Snapdragon® X Elite | 0.756 ms | 2 - 2 MB | NPU |
| palm_detector | ONNX | w8a8 | Snapdragon® X Elite | 0.756 ms | 2 - 2 MB | NPU |
| palm_detector | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.389 ms | 0 - 59 MB | NPU |
| palm_detector | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.559 ms | 0 - 8 MB | NPU |
| palm_detector | ONNX | w8a8 | Qualcomm® QCS9075 | 0.729 ms | 0 - 3 MB | NPU |
| palm_detector | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.321 ms | 0 - 42 MB | NPU |
| palm_detector | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.613 ms | 1 - 49 MB | NPU |
| palm_detector | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 0.723 ms | 1 - 48 MB | NPU |
| palm_detector | QNN_DLC | float | Snapdragon® X2 Elite | 0.968 ms | 1 - 1 MB | NPU |
| palm_detector | QNN_DLC | float | Snapdragon® X Elite | 1.551 ms | 1 - 1 MB | NPU |
| palm_detector | QNN_DLC | float | Snapdragon® X Elite | 1.551 ms | 1 - 1 MB | NPU |
| palm_detector | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.927 ms | 0 - 63 MB | NPU |
| palm_detector | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.348 ms | 1 - 2 MB | NPU |
| palm_detector | QNN_DLC | float | Qualcomm® SA8775P | 1.993 ms | 1 - 46 MB | NPU |
| palm_detector | QNN_DLC | float | Qualcomm® SA8775P | 1.993 ms | 1 - 46 MB | NPU |
| palm_detector | QNN_DLC | float | Qualcomm® SA8775P | 1.993 ms | 1 - 46 MB | NPU |
| palm_detector | QNN_DLC | float | Qualcomm® SA7255P | 4.844 ms | 1 - 44 MB | NPU |
| palm_detector | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 2.065 ms | 0 - 60 MB | NPU |
| palm_detector | QNN_DLC | float | Qualcomm® SA8295P | 2.475 ms | 0 - 37 MB | NPU |
| palm_detector | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.723 ms | 1 - 48 MB | NPU |
| palm_detector | QNN_DLC | float | Qualcomm® QCS9075 | 1.882 ms | 1 - 3 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.279 ms | 0 - 42 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.294 ms | 0 - 38 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.451 ms | 0 - 0 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.657 ms | 0 - 0 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.657 ms | 0 - 0 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.349 ms | 0 - 52 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 1.388 ms | 2 - 4 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.486 ms | 0 - 2 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.811 ms | 0 - 40 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.811 ms | 0 - 40 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.811 ms | 0 - 40 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.65 ms | 0 - 2 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.294 ms | 0 - 38 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.664 ms | 0 - 55 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.344 ms | 0 - 36 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.498 ms | 0 - 37 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 2.456 ms | 0 - 38 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.008 ms | 0 - 37 MB | NPU |
| palm_detector | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.498 ms | 0 - 37 MB | NPU |
| palm_detector | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.632 ms | 0 - 47 MB | NPU |
| palm_detector | TFLITE | float | Snapdragon® 8 Elite Mobile | 0.76 ms | 0 - 40 MB | NPU |
| palm_detector | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.958 ms | 0 - 62 MB | NPU |
| palm_detector | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.356 ms | 0 - 4 MB | NPU |
| palm_detector | TFLITE | float | Qualcomm® SA8775P | 2.053 ms | 0 - 46 MB | NPU |
| palm_detector | TFLITE | float | Qualcomm® SA8775P | 2.053 ms | 0 - 46 MB | NPU |
| palm_detector | TFLITE | float | Qualcomm® SA8775P | 2.053 ms | 0 - 46 MB | NPU |
| palm_detector | TFLITE | float | Qualcomm® SA7255P | 4.871 ms | 0 - 43 MB | NPU |
| palm_detector | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 2.137 ms | 0 - 56 MB | NPU |
| palm_detector | TFLITE | float | Qualcomm® SA8295P | 2.579 ms | 0 - 35 MB | NPU |
| palm_detector | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.76 ms | 0 - 40 MB | NPU |
| palm_detector | TFLITE | float | Qualcomm® QCS9075 | 2.044 ms | 0 - 8 MB | NPU |
| palm_detector | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.278 ms | 0 - 40 MB | NPU |
| palm_detector | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.298 ms | 0 - 40 MB | NPU |
| palm_detector | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.346 ms | 0 - 51 MB | NPU |
| palm_detector | TFLITE | w8a8 | Qualcomm® QCS6490 | 1.323 ms | 0 - 6 MB | NPU |
| palm_detector | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.515 ms | 0 - 4 MB | NPU |
| palm_detector | TFLITE | w8a8 | Qualcomm® SA8775P | 0.818 ms | 0 - 38 MB | NPU |
| palm_detector | TFLITE | w8a8 | Qualcomm® SA8775P | 0.818 ms | 0 - 38 MB | NPU |
| palm_detector | TFLITE | w8a8 | Qualcomm® SA8775P | 0.818 ms | 0 - 38 MB | NPU |
| palm_detector | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.671 ms | 0 - 4 MB | NPU |
| palm_detector | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.298 ms | 0 - 40 MB | NPU |
| palm_detector | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.665 ms | 0 - 53 MB | NPU |
| palm_detector | TFLITE | w8a8 | Qualcomm® SA7255P | 1.297 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 | Qualcomm® QCM6690 | 2.456 ms | 0 - 35 MB | NPU |
| palm_detector | TFLITE | w8a8 | Qualcomm® SA8295P | 1.034 ms | 0 - 34 MB | NPU |
| palm_detector | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.498 ms | 0 - 34 MB | NPU |
License
- The license for the original implementation of MediaPipe-Hand-Gesture-Recognition can be found here.
References
Community
- Join our AI Hub Slack community to collaborate, post questions and learn more about on-device AI.
- For questions or feedback please reach out to us.
