Hugging Face's logo

qualcomm
/
PPE-Detection

Object Detection
PyTorch
real_time
bu_iot
android
Model card Files
xet
 Community
1

PPE-Detection: Optimized for Qualcomm Devices

Detect if a person is wearing personal protective equipments (PPE) in real-time. This model's architecture was developed by Qualcomm. The model was trained by Qualcomm on a proprietary dataset, 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 w8a16 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 w8a16 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 PPE-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 PPE-Detection on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Inference latency: RealTime
  • Input resolution: 320x192
  • Model size (float): 23.6 MB
  • Model size (w8a16): 6.65 MB
  • Model size (w8a8): 6.23 MB
  • Number of output classes: 2
  • Number of parameters: 6.19M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
PPE-Detection ONNX float Snapdragon® X2 Elite 0.578 ms 2 - 2 MB NPU
PPE-Detection ONNX float Snapdragon® X Elite 1.271 ms 12 - 12 MB NPU
PPE-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 0.911 ms 0 - 79 MB NPU
PPE-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 2.268 ms 1 - 54 MB NPU
PPE-Detection ONNX float Qualcomm® Dragonwing™ IQ-8275 1.971 ms 1 - 4 MB NPU
PPE-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.243 ms 0 - 16 MB NPU
PPE-Detection ONNX float Qualcomm® QCS8450 2.268 ms 1 - 54 MB NPU
PPE-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 1.865 ms 1 - 3 MB NPU
PPE-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 1.271 ms 12 - 12 MB NPU
PPE-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 0.678 ms 0 - 57 MB NPU
PPE-Detection ONNX float Snapdragon® 8 Elite Mobile 0.678 ms 0 - 57 MB NPU
PPE-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.532 ms 1 - 61 MB NPU
PPE-Detection ONNX w8a16 Snapdragon® X2 Elite 0.403 ms 1 - 1 MB NPU
PPE-Detection ONNX w8a16 Snapdragon® X Elite 0.936 ms 6 - 6 MB NPU
PPE-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 0.598 ms 0 - 68 MB NPU
PPE-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 1.274 ms 0 - 65 MB NPU
PPE-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 3.72 ms 0 - 3 MB NPU
PPE-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 0.916 ms 0 - 4 MB NPU
PPE-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.902 ms 0 - 9 MB NPU
PPE-Detection ONNX w8a16 Qualcomm® QCS8450 1.274 ms 0 - 65 MB NPU
PPE-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 1.063 ms 0 - 3 MB NPU
PPE-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 0.936 ms 6 - 6 MB NPU
PPE-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 6.868 ms 1 - 171 MB NPU
PPE-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 1.058 ms 0 - 43 MB NPU
PPE-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 0.459 ms 0 - 40 MB NPU
PPE-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 0.459 ms 0 - 40 MB NPU
PPE-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 0.384 ms 0 - 43 MB NPU
PPE-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 1.058 ms 0 - 43 MB NPU
PPE-Detection ONNX w8a8 Snapdragon® X2 Elite 0.232 ms 1 - 1 MB NPU
PPE-Detection ONNX w8a8 Snapdragon® X Elite 0.502 ms 6 - 6 MB NPU
PPE-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.354 ms 0 - 65 MB NPU
PPE-Detection ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.802 ms 0 - 65 MB NPU
PPE-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 2.367 ms 0 - 3 MB NPU
PPE-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.588 ms 0 - 4 MB NPU
PPE-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.508 ms 0 - 9 MB NPU
PPE-Detection ONNX w8a8 Qualcomm® QCS8450 0.802 ms 0 - 65 MB NPU
PPE-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.655 ms 0 - 3 MB NPU
PPE-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.502 ms 6 - 6 MB NPU
PPE-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 3.5 ms 0 - 185 MB NPU
PPE-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.609 ms 0 - 42 MB NPU
PPE-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.279 ms 0 - 40 MB NPU
PPE-Detection ONNX w8a8 Snapdragon® 8 Elite Mobile 0.279 ms 0 - 40 MB NPU
PPE-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.247 ms 0 - 41 MB NPU
PPE-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.609 ms 0 - 42 MB NPU
PPE-Detection QNN_DLC float Snapdragon® X2 Elite 0.666 ms 1 - 1 MB NPU
PPE-Detection QNN_DLC float Snapdragon® X Elite 1.29 ms 1 - 1 MB NPU
PPE-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.81 ms 0 - 76 MB NPU
PPE-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 1.969 ms 0 - 48 MB NPU
PPE-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.692 ms 1 - 4 MB NPU
PPE-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.115 ms 1 - 89 MB NPU
PPE-Detection QNN_DLC float Qualcomm® SA8775P 1.796 ms 1 - 61 MB NPU
PPE-Detection QNN_DLC float Qualcomm® SA8650P 1.796 ms 1 - 61 MB NPU
PPE-Detection QNN_DLC float Qualcomm® SA8255P 1.796 ms 1 - 61 MB NPU
PPE-Detection QNN_DLC float Qualcomm® QCS8450 1.969 ms 0 - 48 MB NPU
PPE-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.601 ms 1 - 3 MB NPU
PPE-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 1.29 ms 1 - 1 MB NPU
PPE-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.613 ms 0 - 56 MB NPU
PPE-Detection QNN_DLC float Qualcomm® SA7255P 4.896 ms 1 - 54 MB NPU
PPE-Detection QNN_DLC float Qualcomm® SA8295P 2.251 ms 0 - 27 MB NPU
PPE-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 0.613 ms 0 - 56 MB NPU
PPE-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.476 ms 0 - 54 MB NPU
PPE-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 0.48 ms 0 - 0 MB NPU
PPE-Detection QNN_DLC w8a16 Snapdragon® X Elite 0.94 ms 0 - 0 MB NPU
PPE-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 0.542 ms 0 - 54 MB NPU
PPE-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 1.104 ms 0 - 57 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 3.403 ms 2 - 4 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 0.82 ms 0 - 3 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.805 ms 0 - 67 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® SA8775P 1.031 ms 0 - 35 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® SA8650P 1.031 ms 0 - 35 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® SA8255P 1.031 ms 0 - 35 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® QCS8450 1.104 ms 0 - 57 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 0.914 ms 2 - 4 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 0.94 ms 0 - 0 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 6.429 ms 2 - 170 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 0.952 ms 0 - 38 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 0.426 ms 0 - 38 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® SA7255P 2.0 ms 0 - 33 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® SA8295P 1.462 ms 0 - 34 MB NPU
PPE-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 0.426 ms 0 - 38 MB NPU
PPE-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 0.356 ms 0 - 35 MB NPU
PPE-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 0.952 ms 0 - 38 MB NPU
PPE-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.347 ms 0 - 0 MB NPU
PPE-Detection QNN_DLC w8a8 Snapdragon® X Elite 0.581 ms 0 - 0 MB NPU
PPE-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.339 ms 0 - 54 MB NPU
PPE-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.759 ms 0 - 57 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 2.29 ms 0 - 2 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.588 ms 0 - 3 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.475 ms 0 - 2 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® SA8775P 0.694 ms 0 - 35 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® SA8650P 0.694 ms 0 - 35 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® SA8255P 0.694 ms 0 - 35 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® QCS8450 0.759 ms 0 - 57 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.572 ms 0 - 2 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.581 ms 0 - 0 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 3.365 ms 0 - 170 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.583 ms 0 - 36 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.262 ms 0 - 32 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® SA7255P 1.266 ms 0 - 33 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® SA8295P 0.994 ms 0 - 31 MB NPU
PPE-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.262 ms 0 - 32 MB NPU
PPE-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.235 ms 0 - 34 MB NPU
PPE-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.583 ms 0 - 36 MB NPU
PPE-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 0.787 ms 0 - 77 MB NPU
PPE-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 1.99 ms 0 - 55 MB NPU
PPE-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.679 ms 0 - 16 MB NPU
PPE-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.105 ms 0 - 2 MB NPU
PPE-Detection TFLITE float Qualcomm® SA8775P 1.807 ms 0 - 66 MB NPU
PPE-Detection TFLITE float Qualcomm® SA8650P 1.807 ms 0 - 66 MB NPU
PPE-Detection TFLITE float Qualcomm® SA8255P 1.807 ms 0 - 66 MB NPU
PPE-Detection TFLITE float Qualcomm® QCS8450 1.99 ms 0 - 55 MB NPU
PPE-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.611 ms 0 - 15 MB NPU
PPE-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 0.621 ms 0 - 66 MB NPU
PPE-Detection TFLITE float Qualcomm® SA7255P 4.936 ms 0 - 57 MB NPU
PPE-Detection TFLITE float Qualcomm® SA8295P 2.269 ms 0 - 29 MB NPU
PPE-Detection TFLITE float Snapdragon® 8 Elite Mobile 0.621 ms 0 - 66 MB NPU
PPE-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.478 ms 0 - 57 MB NPU
PPE-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.33 ms 0 - 50 MB NPU
PPE-Detection TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.756 ms 0 - 57 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 2.277 ms 0 - 11 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.546 ms 0 - 9 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.474 ms 0 - 27 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® SA8775P 0.706 ms 0 - 34 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® SA8650P 0.706 ms 0 - 34 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® SA8255P 0.706 ms 0 - 34 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® QCS8450 0.756 ms 0 - 57 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.616 ms 0 - 8 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 3.396 ms 0 - 173 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.576 ms 0 - 33 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.268 ms 0 - 35 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® SA7255P 1.273 ms 0 - 30 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® SA8295P 0.991 ms 0 - 28 MB NPU
PPE-Detection TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.268 ms 0 - 35 MB NPU
PPE-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.239 ms 0 - 31 MB NPU
PPE-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.576 ms 0 - 33 MB NPU

License

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

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