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---
library_name: pytorch
license: other
tags:
- real_time
- bu_iot
- android
pipeline_tag: object-detection

---

![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/web-assets/model_demo.png)

# Lightweight-Face-Detection: Optimized for Qualcomm Devices

A small and accurate model for detecting bounding boxes for faces in images. 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](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/face_det_lite) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).

Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) 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 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.46.0/face_det_lite-onnx-float.zip)
| ONNX | w8a16 | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.46.0/face_det_lite-onnx-w8a16.zip)
| ONNX | w8a16_mixed_int16 | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.46.0/face_det_lite-onnx-w8a16_mixed_int16.zip)
| ONNX | w8a8 | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.46.0/face_det_lite-onnx-w8a8.zip)
| QNN_DLC | float | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.46.0/face_det_lite-qnn_dlc-float.zip)
| QNN_DLC | w8a16 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.46.0/face_det_lite-qnn_dlc-w8a16.zip)
| QNN_DLC | w8a16_mixed_int16 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.46.0/face_det_lite-qnn_dlc-w8a16_mixed_int16.zip)
| QNN_DLC | w8a8 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.46.0/face_det_lite-qnn_dlc-w8a8.zip)
| TFLITE | float | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.46.0/face_det_lite-tflite-float.zip)
| TFLITE | w8a8 | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.46.0/face_det_lite-tflite-w8a8.zip)

For more device-specific assets and performance metrics, visit **[Lightweight-Face-Detection on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/face_det_lite)**.


### Option 2: Export with Custom Configurations

Use the [Qualcomm® AI Hub Models](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/face_det_lite) 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 [Lightweight-Face-Detection on GitHub](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/face_det_lite) for usage instructions.

## Model Details

**Model Type:** Model_use_case.object_detection

**Model Stats:**
- Model checkpoint: qfd360_sl_model.pt
- Inference latency: RealTime
- Input resolution: 480x640
- Number of parameters: 878K
- Model size (float): 3.37 MB
- Model size (w8a8): 965 KB
- Model size (w8a16): 1.09 MB

## Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
|---|---|---|---|---|---|---
| Lightweight-Face-Detection | ONNX | float | Snapdragon® X Elite | 2.462 ms | 1 - 1 MB | NPU
| Lightweight-Face-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.408 ms | 0 - 112 MB | NPU
| Lightweight-Face-Detection | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.706 ms | 0 - 7 MB | NPU
| Lightweight-Face-Detection | ONNX | float | Qualcomm® QCS9075 | 2.694 ms | 1 - 4 MB | NPU
| Lightweight-Face-Detection | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.217 ms | 0 - 96 MB | NPU
| Lightweight-Face-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.256 ms | 0 - 103 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® X Elite | 1.944 ms | 1 - 1 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.189 ms | 0 - 114 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCS6490 | 87.108 ms | 29 - 32 MB | CPU
| Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.935 ms | 0 - 122 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCS9075 | 2.412 ms | 0 - 3 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCM6690 | 43.818 ms | 29 - 36 MB | CPU
| Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.947 ms | 0 - 101 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 33.473 ms | 29 - 36 MB | CPU
| Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.919 ms | 0 - 102 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® X Elite | 2.027 ms | 1 - 1 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 1.248 ms | 0 - 111 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCS6490 | 91.198 ms | 28 - 32 MB | CPU
| Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 2.063 ms | 0 - 8 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCS9075 | 2.288 ms | 0 - 3 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCM6690 | 43.997 ms | 28 - 35 MB | CPU
| Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.988 ms | 0 - 103 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 33.242 ms | 30 - 37 MB | CPU
| Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.93 ms | 0 - 101 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® X Elite | 0.554 ms | 0 - 0 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.474 ms | 0 - 107 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCS6490 | 16.911 ms | 12 - 17 MB | CPU
| Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.623 ms | 0 - 3 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCS9075 | 0.838 ms | 0 - 3 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCM6690 | 12.739 ms | 13 - 21 MB | CPU
| Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.354 ms | 0 - 100 MB | NPU
| Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 9.371 ms | 12 - 20 MB | CPU
| Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.331 ms | 0 - 100 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® X Elite | 2.872 ms | 1 - 1 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.621 ms | 0 - 42 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 6.779 ms | 1 - 29 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.602 ms | 1 - 24 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® SA8775P | 14.285 ms | 1 - 29 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS9075 | 3.692 ms | 1 - 4 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 4.31 ms | 0 - 43 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® SA7255P | 6.779 ms | 1 - 29 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® SA8295P | 3.79 ms | 0 - 25 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.218 ms | 1 - 34 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.1 ms | 1 - 34 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.909 ms | 1 - 1 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.939 ms | 0 - 155 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 6.589 ms | 2 - 5 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 2.989 ms | 1 - 139 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.675 ms | 1 - 2 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 1.941 ms | 1 - 141 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 2.171 ms | 2 - 5 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 12.4 ms | 1 - 140 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 2.894 ms | 1 - 155 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 2.989 ms | 1 - 139 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® SA8295P | 2.34 ms | 1 - 137 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.774 ms | 0 - 143 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 2.605 ms | 1 - 139 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.713 ms | 1 - 143 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X Elite | 1.979 ms | 1 - 1 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 0.959 ms | 0 - 153 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS8275 (Proxy) | 3.246 ms | 1 - 140 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 1.739 ms | 1 - 2 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8775P | 1.957 ms | 0 - 142 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS9075 | 2.37 ms | 0 - 3 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCM6690 | 14.536 ms | 1 - 140 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA7255P | 3.246 ms | 1 - 140 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.815 ms | 0 - 143 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 2.629 ms | 1 - 139 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.756 ms | 1 - 143 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.536 ms | 0 - 0 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.276 ms | 0 - 34 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 1.41 ms | 2 - 4 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.081 ms | 0 - 26 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.414 ms | 0 - 2 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.614 ms | 0 - 26 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.553 ms | 0 - 2 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 2.813 ms | 0 - 141 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.499 ms | 0 - 36 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.081 ms | 0 - 26 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.823 ms | 0 - 23 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.23 ms | 0 - 28 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.487 ms | 0 - 138 MB | NPU
| Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.198 ms | 0 - 27 MB | NPU
| Lightweight-Face-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.633 ms | 0 - 43 MB | NPU
| Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 6.711 ms | 0 - 29 MB | NPU
| Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.607 ms | 0 - 59 MB | NPU
| Lightweight-Face-Detection | TFLITE | float | Qualcomm® SA8775P | 3.346 ms | 0 - 31 MB | NPU
| Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS9075 | 3.709 ms | 0 - 5 MB | NPU
| Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 4.285 ms | 0 - 43 MB | NPU
| Lightweight-Face-Detection | TFLITE | float | Qualcomm® SA7255P | 6.711 ms | 0 - 29 MB | NPU
| Lightweight-Face-Detection | TFLITE | float | Qualcomm® SA8295P | 3.783 ms | 0 - 27 MB | NPU
| Lightweight-Face-Detection | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.231 ms | 0 - 34 MB | NPU
| Lightweight-Face-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.11 ms | 0 - 34 MB | NPU
| Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.284 ms | 0 - 34 MB | NPU
| Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS6490 | 1.412 ms | 0 - 3 MB | NPU
| Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.126 ms | 0 - 24 MB | NPU
| Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.411 ms | 0 - 1 MB | NPU
| Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® SA8775P | 0.623 ms | 0 - 26 MB | NPU
| Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.574 ms | 0 - 3 MB | NPU
| Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCM6690 | 2.799 ms | 0 - 136 MB | NPU
| Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.507 ms | 0 - 35 MB | NPU
| Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® SA7255P | 1.126 ms | 0 - 24 MB | NPU
| Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® SA8295P | 0.829 ms | 0 - 22 MB | NPU
| Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.235 ms | 0 - 23 MB | NPU
| Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.496 ms | 0 - 136 MB | NPU
| Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.197 ms | 0 - 27 MB | NPU

## License
* The license for the original implementation of Lightweight-Face-Detection can be found
  [here](https://github.com/quic/ai-hub-models/blob/main/LICENSE).



## Community
* Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI.
* For questions or feedback please [reach out to us](mailto:ai-hub-support@qti.qualcomm.com).