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 2.42, ONNX Runtime 1.24.1 Download
ONNX w8a16 Universal QAIRT 2.42, ONNX Runtime 1.24.1 Download
ONNX w8a8 Universal QAIRT 2.42, ONNX Runtime 1.24.1 Download
QNN_DLC float Universal QAIRT 2.43 Download
QNN_DLC w8a16 Universal QAIRT 2.43 Download
QNN_DLC w8a8 Universal QAIRT 2.43 Download
TFLITE float Universal QAIRT 2.43, TFLite 2.17.0 Download
TFLITE w8a8 Universal QAIRT 2.43, TFLite 2.17.0 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
  • Number of output classes: 2
  • Number of parameters: 6.19M
  • Model size (float): 23.6 MB
  • Model size (w8a8): 6.23 MB
  • Model size (w8a16): 6.65 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
PPE-Detection ONNX float Snapdragon® X2 Elite 0.643 ms 13 - 13 MB NPU
PPE-Detection ONNX float Snapdragon® X Elite 1.526 ms 12 - 12 MB NPU
PPE-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 0.915 ms 0 - 107 MB NPU
PPE-Detection ONNX float Qualcomm® QCS8550 (Proxy) 1.332 ms 0 - 15 MB NPU
PPE-Detection ONNX float Qualcomm® QCS9075 2.496 ms 1 - 3 MB NPU
PPE-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.704 ms 0 - 61 MB NPU
PPE-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.556 ms 0 - 74 MB NPU
PPE-Detection ONNX w8a16 Snapdragon® X2 Elite 0.445 ms 6 - 6 MB NPU
PPE-Detection ONNX w8a16 Snapdragon® X Elite 1.159 ms 6 - 6 MB NPU
PPE-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 0.625 ms 0 - 63 MB NPU
PPE-Detection ONNX w8a16 Qualcomm® QCS6490 81.484 ms 30 - 34 MB CPU
PPE-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 0.965 ms 0 - 9 MB NPU
PPE-Detection ONNX w8a16 Qualcomm® QCS9075 1.483 ms 0 - 3 MB NPU
PPE-Detection ONNX w8a16 Qualcomm® QCM6690 37.613 ms 30 - 39 MB CPU
PPE-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 0.491 ms 0 - 46 MB NPU
PPE-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 29.001 ms 28 - 37 MB CPU
PPE-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 0.417 ms 0 - 45 MB NPU
PPE-Detection ONNX w8a8 Snapdragon® X2 Elite 0.247 ms 6 - 6 MB NPU
PPE-Detection ONNX w8a8 Snapdragon® X Elite 0.654 ms 6 - 6 MB NPU
PPE-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.357 ms 0 - 59 MB NPU
PPE-Detection ONNX w8a8 Qualcomm® QCS6490 15.704 ms 4 - 11 MB CPU
PPE-Detection ONNX w8a8 Qualcomm® QCS8550 (Proxy) 0.506 ms 0 - 10 MB NPU
PPE-Detection ONNX w8a8 Qualcomm® QCS9075 0.818 ms 0 - 3 MB NPU
PPE-Detection ONNX w8a8 Qualcomm® QCM6690 9.107 ms 5 - 14 MB CPU
PPE-Detection ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.296 ms 0 - 36 MB NPU
PPE-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 6.898 ms 5 - 15 MB CPU
PPE-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.257 ms 0 - 43 MB NPU
PPE-Detection QNN_DLC float Snapdragon® X2 Elite 0.731 ms 1 - 1 MB NPU
PPE-Detection QNN_DLC float Snapdragon® X Elite 1.294 ms 1 - 1 MB NPU
PPE-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.818 ms 0 - 74 MB NPU
PPE-Detection QNN_DLC float Qualcomm® QCS8275 (Proxy) 4.969 ms 1 - 51 MB NPU
PPE-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 1.114 ms 1 - 2 MB NPU
PPE-Detection QNN_DLC float Qualcomm® SA8775P 7.218 ms 1 - 61 MB NPU
PPE-Detection QNN_DLC float Qualcomm® QCS9075 2.273 ms 1 - 3 MB NPU
PPE-Detection QNN_DLC float Qualcomm® QCS8450 (Proxy) 2.04 ms 0 - 48 MB NPU
PPE-Detection QNN_DLC float Qualcomm® SA7255P 4.969 ms 1 - 51 MB NPU
PPE-Detection QNN_DLC float Qualcomm® SA8295P 2.294 ms 0 - 30 MB NPU
PPE-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.608 ms 1 - 57 MB NPU
PPE-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.483 ms 1 - 57 MB NPU
PPE-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 0.536 ms 0 - 0 MB NPU
PPE-Detection QNN_DLC w8a16 Snapdragon® X Elite 1.039 ms 0 - 0 MB NPU
PPE-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 0.576 ms 0 - 55 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® QCS6490 3.116 ms 0 - 2 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® QCS8275 (Proxy) 2.138 ms 0 - 34 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 0.874 ms 0 - 2 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® SA8775P 4.677 ms 0 - 35 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® QCS9075 1.352 ms 0 - 2 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® QCM6690 6.501 ms 0 - 175 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® QCS8450 (Proxy) 1.197 ms 0 - 56 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® SA7255P 2.138 ms 0 - 34 MB NPU
PPE-Detection QNN_DLC w8a16 Qualcomm® SA8295P 1.573 ms 0 - 37 MB NPU
PPE-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 0.462 ms 0 - 39 MB NPU
PPE-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 1.039 ms 0 - 39 MB NPU
PPE-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 0.387 ms 0 - 39 MB NPU
PPE-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.357 ms 0 - 0 MB NPU
PPE-Detection QNN_DLC w8a8 Snapdragon® X Elite 0.603 ms 0 - 0 MB NPU
PPE-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.343 ms 0 - 53 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® QCS6490 1.944 ms 2 - 4 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® QCS8275 (Proxy) 1.298 ms 0 - 32 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 0.475 ms 0 - 2 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® SA8775P 0.705 ms 0 - 36 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® QCS9075 0.768 ms 0 - 2 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® QCM6690 3.303 ms 0 - 167 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 0.777 ms 0 - 53 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® SA7255P 1.298 ms 0 - 32 MB NPU
PPE-Detection QNN_DLC w8a8 Qualcomm® SA8295P 1.0 ms 0 - 30 MB NPU
PPE-Detection QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.282 ms 0 - 33 MB NPU
PPE-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.595 ms 0 - 36 MB NPU
PPE-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.246 ms 0 - 37 MB NPU
PPE-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 0.799 ms 0 - 83 MB NPU
PPE-Detection TFLITE float Qualcomm® QCS8275 (Proxy) 5.001 ms 0 - 54 MB NPU
PPE-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 1.118 ms 0 - 81 MB NPU
PPE-Detection TFLITE float Qualcomm® SA8775P 1.804 ms 0 - 68 MB NPU
PPE-Detection TFLITE float Qualcomm® QCS9075 2.287 ms 0 - 15 MB NPU
PPE-Detection TFLITE float Qualcomm® QCS8450 (Proxy) 2.036 ms 0 - 55 MB NPU
PPE-Detection TFLITE float Qualcomm® SA7255P 5.001 ms 0 - 54 MB NPU
PPE-Detection TFLITE float Qualcomm® SA8295P 2.295 ms 0 - 32 MB NPU
PPE-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.633 ms 0 - 65 MB NPU
PPE-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.488 ms 0 - 59 MB NPU
PPE-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.408 ms 0 - 52 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® QCS6490 4.006 ms 0 - 17 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 1.449 ms 0 - 32 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 0.557 ms 0 - 2 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® SA8775P 0.82 ms 0 - 36 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® QCS9075 0.895 ms 0 - 8 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® QCM6690 4.782 ms 0 - 164 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 0.855 ms 0 - 53 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® SA7255P 1.449 ms 0 - 32 MB NPU
PPE-Detection TFLITE w8a8 Qualcomm® SA8295P 1.105 ms 0 - 30 MB NPU
PPE-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.318 ms 0 - 32 MB NPU
PPE-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.337 ms 0 - 37 MB NPU
PPE-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.272 ms 0 - 37 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