File size: 16,243 Bytes
583cd21 dac237c 583cd21 1c1b15e 583cd21 9c83cdc 583cd21 6edd193 583cd21 8f130fa 583cd21 6edd193 33d2346 6edd193 583cd21 e8e9946 22b6dbe 583cd21 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 |
---
library_name: pytorch
license: other
tags:
- real_time
- bu_iot
- android
pipeline_tag: object-detection
---

# 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).
|