Hugging Face's logo

qualcomm
/
Facial-Landmark-Detection

Keypoint Detection
PyTorch
backbone
android
Model card Files
xet
 Community

Facial-Landmark-Detection: Optimized for Qualcomm Devices

Detects facial landmarks (eg, nose, mouth, etc.). This model's architecture was developed by Qualcomm. The model was trained by Qualcomm on a proprietary dataset of faces, but can be used on any image.

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 Facial-Landmark-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 Facial-Landmark-Detection on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.pose_estimation

Model Stats:

  • Input resolution: 128x128
  • Model size (float): 20.7 MB
  • Model size (w8a8): 5.27 MB
  • Number of parameters: 5.42M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
Facial-Landmark-Detection ONNX float Snapdragon® X2 Elite 0.16 ms 1 - 1 MB NPU
Facial-Landmark-Detection ONNX float Snapdragon® X Elite 0.272 ms 11 - 11 MB NPU
Facial-Landmark-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 0.247 ms 0 - 31 MB NPU
Facial-Landmark-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 0.528 ms 0 - 36 MB NPU
Facial-Landmark-Detection ONNX float Qualcomm® Dragonwing™ IQ-8275 0.46 ms 0 - 4 MB NPU
Facial-Landmark-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.318 ms 0 - 13 MB NPU
Facial-Landmark-Detection ONNX float Qualcomm® QCS8450 0.528 ms 0 - 36 MB NPU
Facial-Landmark-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 0.464 ms 0 - 3 MB NPU
Facial-Landmark-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.272 ms 11 - 11 MB NPU
Facial-Landmark-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 0.214 ms 0 - 20 MB NPU
Facial-Landmark-Detection ONNX float Snapdragon® 8 Elite Mobile 0.214 ms 0 - 20 MB NPU
Facial-Landmark-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.212 ms 0 - 19 MB NPU
Facial-Landmark-Detection ONNX w8a8 Snapdragon® X2 Elite 0.074 ms 1 - 1 MB NPU
Facial-Landmark-Detection ONNX w8a8 Snapdragon® X Elite 0.127 ms 5 - 5 MB NPU
Facial-Landmark-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.139 ms 0 - 40 MB NPU
Facial-Landmark-Detection ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.274 ms 0 - 44 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 0.847 ms 0 - 3 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.366 ms 0 - 3 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.168 ms 0 - 8 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® QCS8450 0.274 ms 0 - 44 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.257 ms 0 - 3 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.127 ms 5 - 5 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 0.612 ms 0 - 26 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.218 ms 0 - 26 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.125 ms 0 - 26 MB NPU
Facial-Landmark-Detection ONNX w8a8 Snapdragon® 8 Elite Mobile 0.125 ms 0 - 26 MB NPU
Facial-Landmark-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.12 ms 0 - 22 MB NPU
Facial-Landmark-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.218 ms 0 - 26 MB NPU
Facial-Landmark-Detection QNN_DLC float Snapdragon® X2 Elite 0.25 ms 0 - 0 MB NPU
Facial-Landmark-Detection QNN_DLC float Snapdragon® X Elite 0.37 ms 0 - 0 MB NPU
Facial-Landmark-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.232 ms 0 - 29 MB NPU
Facial-Landmark-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 0.545 ms 0 - 34 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 0.418 ms 0 - 3 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.175 ms 0 - 21 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.31 ms 0 - 2 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® SA8775P 0.502 ms 0 - 22 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® SA8650P 0.502 ms 0 - 22 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® SA8255P 0.502 ms 0 - 22 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® QCS8450 0.545 ms 0 - 34 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 0.391 ms 0 - 2 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 0.37 ms 0 - 0 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.211 ms 0 - 19 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® SA7255P 1.175 ms 0 - 21 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® SA8295P 0.663 ms 0 - 18 MB NPU
Facial-Landmark-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 0.211 ms 0 - 19 MB NPU
Facial-Landmark-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.199 ms 0 - 21 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.182 ms 0 - 0 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Snapdragon® X Elite 0.224 ms 0 - 0 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.145 ms 0 - 36 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.236 ms 0 - 43 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 0.748 ms 0 - 2 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.223 ms 0 - 2 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.459 ms 0 - 21 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.171 ms 0 - 8 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® SA8775P 0.31 ms 0 - 22 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® SA8650P 0.31 ms 0 - 22 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® SA8255P 0.31 ms 0 - 22 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® QCS8450 0.236 ms 0 - 43 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.219 ms 2 - 4 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.224 ms 0 - 0 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 0.6 ms 0 - 24 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.219 ms 0 - 24 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.122 ms 0 - 24 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® SA7255P 0.459 ms 0 - 21 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® SA8295P 0.454 ms 0 - 18 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.122 ms 0 - 24 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.113 ms 0 - 20 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.219 ms 0 - 24 MB NPU
Facial-Landmark-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 0.226 ms 0 - 40 MB NPU
Facial-Landmark-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 0.47 ms 0 - 46 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 0.409 ms 0 - 13 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.135 ms 0 - 22 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.281 ms 0 - 4 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® SA8775P 0.496 ms 0 - 24 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® SA8650P 0.496 ms 0 - 24 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® SA8255P 0.496 ms 0 - 24 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® QCS8450 0.47 ms 0 - 46 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 0.375 ms 0 - 13 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 0.198 ms 0 - 25 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® SA7255P 1.135 ms 0 - 22 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® SA8295P 0.692 ms 0 - 18 MB NPU
Facial-Landmark-Detection TFLITE float Snapdragon® 8 Elite Mobile 0.198 ms 0 - 25 MB NPU
Facial-Landmark-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.194 ms 0 - 22 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.138 ms 0 - 36 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.238 ms 0 - 42 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 0.683 ms 0 - 7 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.227 ms 0 - 8 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.458 ms 0 - 20 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.167 ms 0 - 2 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® SA8775P 0.324 ms 0 - 22 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® SA8650P 0.324 ms 0 - 22 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® SA8255P 0.324 ms 0 - 22 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® QCS8450 0.238 ms 0 - 42 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.24 ms 0 - 7 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 0.599 ms 0 - 23 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.225 ms 0 - 23 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.119 ms 0 - 20 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® SA7255P 0.458 ms 0 - 20 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® SA8295P 0.48 ms 0 - 18 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.119 ms 0 - 20 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.12 ms 0 - 24 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.225 ms 0 - 23 MB NPU

License

  • The license for the original implementation of Facial-Landmark-Detection can be found here.

Community

Downloads last month

-

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