Hugging Face's logo

qualcomm
/
Facial-Landmark-Detection

Keypoint Detection
PyTorch
backbone
android
Model card Files
xet
 Community
Facial-Landmark-Detection / README.md
qaihm-bot's picture
qaihm-bot
v0.60.0
e3dcb4e verified
preview code
|
Raw
History Blame Contribute Delete
14.6 kB
metadata 
library_name: pytorch
license: other
tags:
  - backbone
  - android
pipeline_tag: keypoint-detection

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 0.155 ms 1 - 1 MB NPU
Facial-Landmark-Detection ONNX float Snapdragon® X Elite 0.271 ms 11 - 11 MB NPU
Facial-Landmark-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 0.243 ms 0 - 30 MB NPU
Facial-Landmark-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 0.537 ms 0 - 34 MB NPU
Facial-Landmark-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.318 ms 0 - 14 MB NPU
Facial-Landmark-Detection ONNX float Qualcomm® QCS8450 0.537 ms 0 - 34 MB NPU
Facial-Landmark-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 0.44 ms 0 - 3 MB NPU
Facial-Landmark-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.271 ms 11 - 11 MB NPU
Facial-Landmark-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 0.216 ms 0 - 19 MB NPU
Facial-Landmark-Detection ONNX float Snapdragon® 8 Elite Mobile 0.216 ms 0 - 19 MB NPU
Facial-Landmark-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.213 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 0.124 ms 5 - 5 MB NPU
Facial-Landmark-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.138 ms 0 - 39 MB NPU
Facial-Landmark-Detection ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.267 ms 0 - 45 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 0.728 ms 0 - 3 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.362 ms 0 - 3 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.169 ms 0 - 8 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® QCS8450 0.267 ms 0 - 45 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.263 ms 0 - 3 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.124 ms 5 - 5 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 0.616 ms 0 - 26 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.241 ms 0 - 26 MB NPU
Facial-Landmark-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.12 ms 0 - 21 MB NPU
Facial-Landmark-Detection ONNX w8a8 Snapdragon® 8 Elite Mobile 0.12 ms 0 - 21 MB NPU
Facial-Landmark-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.119 ms 0 - 23 MB NPU
Facial-Landmark-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.241 ms 0 - 26 MB NPU
Facial-Landmark-Detection QNN_DLC float Snapdragon® X2 Elite 0.233 ms 0 - 0 MB NPU
Facial-Landmark-Detection QNN_DLC float Snapdragon® X Elite 0.369 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 0.422 ms 0 - 3 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.167 ms 0 - 21 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.309 ms 0 - 26 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® SA8775P 0.503 ms 0 - 22 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® SA8650P 0.503 ms 0 - 22 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® SA8255P 0.503 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 2 - 4 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 0.369 ms 0 - 0 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.215 ms 0 - 25 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® SA7255P 1.167 ms 0 - 21 MB NPU
Facial-Landmark-Detection QNN_DLC float Qualcomm® SA8295P 0.709 ms 0 - 17 MB NPU
Facial-Landmark-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 0.215 ms 0 - 25 MB NPU
Facial-Landmark-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.202 ms 0 - 21 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.17 ms 0 - 0 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Snapdragon® X Elite 0.223 ms 0 - 0 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.137 ms 0 - 37 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.237 ms 0 - 42 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 0.752 ms 0 - 2 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.221 ms 0 - 2 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.447 ms 0 - 21 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.169 ms 0 - 60 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® SA8775P 0.309 ms 0 - 22 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® SA8650P 0.309 ms 0 - 22 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® SA8255P 0.309 ms 0 - 22 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® QCS8450 0.237 ms 0 - 42 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.224 ms 2 - 4 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.223 ms 0 - 0 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 0.595 ms 0 - 24 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.218 ms 0 - 24 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.114 ms 0 - 20 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® SA7255P 0.447 ms 0 - 21 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Qualcomm® SA8295P 0.445 ms 0 - 19 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.114 ms 0 - 20 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.116 ms 0 - 20 MB NPU
Facial-Landmark-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.218 ms 0 - 24 MB NPU
Facial-Landmark-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 0.222 ms 0 - 40 MB NPU
Facial-Landmark-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 0.479 ms 0 - 46 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 0.411 ms 0 - 13 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.141 ms 0 - 23 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.277 ms 0 - 37 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® SA8775P 0.487 ms 0 - 23 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® SA8650P 0.487 ms 0 - 23 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® SA8255P 0.487 ms 0 - 23 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® QCS8450 0.479 ms 0 - 46 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 0.376 ms 0 - 13 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 0.203 ms 0 - 20 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® SA7255P 1.141 ms 0 - 23 MB NPU
Facial-Landmark-Detection TFLITE float Qualcomm® SA8295P 0.682 ms 0 - 18 MB NPU
Facial-Landmark-Detection TFLITE float Snapdragon® 8 Elite Mobile 0.203 ms 0 - 20 MB NPU
Facial-Landmark-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.195 ms 0 - 21 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.133 ms 0 - 36 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.234 ms 0 - 42 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 0.658 ms 0 - 7 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.239 ms 0 - 8 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.474 ms 0 - 21 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.211 ms 0 - 2 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® SA8775P 0.334 ms 0 - 22 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® SA8650P 0.334 ms 0 - 22 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® SA8255P 0.334 ms 0 - 22 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® QCS8450 0.234 ms 0 - 42 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.226 ms 0 - 7 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 0.603 ms 0 - 24 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.217 ms 0 - 23 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.124 ms 0 - 19 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® SA7255P 0.474 ms 0 - 21 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Qualcomm® SA8295P 0.475 ms 0 - 18 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.124 ms 0 - 19 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.118 ms 0 - 20 MB NPU
Facial-Landmark-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.217 ms 0 - 23 MB NPU

License

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

Community