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Lightweight-Face-Detection

Object Detection
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android
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v0.48.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.48.0 for changelog.

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  1. README.md +125 -125
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: object-detection
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  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.
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- 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).
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  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.
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@@ -28,30 +28,30 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.47.0/face_det_lite-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.47.0/face_det_lite-onnx-w8a16.zip)
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- | ONNX | w8a16_mixed_int16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.47.0/face_det_lite-onnx-w8a16_mixed_int16.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.47.0/face_det_lite-onnx-w8a8.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.47.0/face_det_lite-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.47.0/face_det_lite-qnn_dlc-w8a16.zip)
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- | QNN_DLC | w8a16_mixed_int16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.47.0/face_det_lite-qnn_dlc-w8a16_mixed_int16.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.47.0/face_det_lite-qnn_dlc-w8a8.zip)
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- | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.47.0/face_det_lite-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.47.0/face_det_lite-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[Lightweight-Face-Detection on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/face_det_lite)**.
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  ### Option 2: Export with Custom Configurations
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- 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:
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  - Custom weights (e.g., fine-tuned checkpoints)
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  - Custom input shapes
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  - Target device and runtime configurations
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  This option is ideal if you need to customize the model beyond the default configuration provided here.
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- 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.
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  ## Model Details
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@@ -69,120 +69,120 @@ See our repository for [Lightweight-Face-Detection on GitHub](https://github.com
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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- | Lightweight-Face-Detection | ONNX | float | Snapdragon® X Elite | 2.189 ms | 1 - 1 MB | NPU
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- | Lightweight-Face-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.086 ms | 0 - 159 MB | NPU
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- | Lightweight-Face-Detection | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.959 ms | 1 - 3 MB | NPU
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- | Lightweight-Face-Detection | ONNX | float | Qualcomm® QCS9075 | 2.493 ms | 1 - 4 MB | NPU
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- | Lightweight-Face-Detection | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.894 ms | 1 - 144 MB | NPU
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- | Lightweight-Face-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.075 ms | 1 - 148 MB | NPU
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- | Lightweight-Face-Detection | ONNX | float | Snapdragon® X2 Elite | 1.156 ms | 0 - 0 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® X Elite | 1.992 ms | 1 - 1 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.984 ms | 0 - 165 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCS6490 | 86.745 ms | 28 - 31 MB | CPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.75 ms | 0 - 3 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCS9075 | 2.09 ms | 0 - 3 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCM6690 | 44.97 ms | 26 - 33 MB | CPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.853 ms | 0 - 141 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 34.344 ms | 28 - 36 MB | CPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.83 ms | 0 - 146 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® X2 Elite | 0.92 ms | 0 - 0 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® X Elite | 1.947 ms | 1 - 1 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 1.024 ms | 0 - 165 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCS6490 | 86.866 ms | 28 - 31 MB | CPU
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- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 1.716 ms | 0 - 3 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCS9075 | 2.123 ms | 0 - 3 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCM6690 | 44.303 ms | 28 - 35 MB | CPU
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- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.867 ms | 0 - 141 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 34.254 ms | 28 - 36 MB | CPU
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- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.854 ms | 0 - 147 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.921 ms | 0 - 0 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® X Elite | 0.563 ms | 0 - 0 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.3 ms | 0 - 153 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm�� QCS6490 | 17.035 ms | 12 - 17 MB | CPU
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- | Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.439 ms | 0 - 3 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCS9075 | 0.642 ms | 0 - 3 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCM6690 | 12.754 ms | 12 - 21 MB | CPU
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- | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.242 ms | 0 - 145 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 9.618 ms | 13 - 21 MB | CPU
 
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  | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.22 ms | 0 - 145 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® X2 Elite | 0.232 ms | 0 - 0 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® X Elite | 2.806 ms | 1 - 1 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.596 ms | 0 - 42 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 6.667 ms | 1 - 29 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.541 ms | 0 - 13 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® SA8775P | 3.253 ms | 0 - 30 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS9075 | 3.723 ms | 1 - 4 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 4.315 ms | 0 - 42 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® SA7255P | 6.667 ms | 1 - 29 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® SA8295P | 3.751 ms | 0 - 26 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.221 ms | 0 - 33 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.079 ms | 1 - 33 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® X2 Elite | 1.367 ms | 1 - 1 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.961 ms | 1 - 1 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.967 ms | 0 - 153 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 6.429 ms | 1 - 3 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 2.973 ms | 1 - 139 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.735 ms | 1 - 2 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 1.963 ms | 1 - 141 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 2.169 ms | 2 - 5 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 12.636 ms | 1 - 140 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 2.892 ms | 0 - 154 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 2.973 ms | 1 - 139 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® SA8295P | 2.251 ms | 0 - 137 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.774 ms | 0 - 142 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 2.593 ms | 1 - 139 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.71 ms | 1 - 142 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.931 ms | 1 - 1 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X Elite | 1.882 ms | 1 - 1 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 1.002 ms | 0 - 157 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS8275 (Proxy) | 3.256 ms | 1 - 139 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 1.672 ms | 1 - 70 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8775P | 1.959 ms | 1 - 143 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS9075 | 2.375 ms | 1 - 3 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCM6690 | 13.993 ms | 1 - 140 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA7255P | 3.256 ms | 1 - 139 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.818 ms | 0 - 139 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 2.616 ms | 1 - 139 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.759 ms | 1 - 143 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.997 ms | 1 - 1 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.533 ms | 0 - 0 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.288 ms | 0 - 35 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 1.362 ms | 0 - 2 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.073 ms | 0 - 25 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.419 ms | 0 - 2 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.609 ms | 0 - 26 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.554 ms | 0 - 2 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 2.833 ms | 0 - 137 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.497 ms | 0 - 36 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.073 ms | 0 - 25 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.822 ms | 0 - 23 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.229 ms | 0 - 28 MB | NPU
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  | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.479 ms | 0 - 137 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.19 ms | 0 - 26 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.309 ms | 0 - 0 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.61 ms | 0 - 43 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 6.582 ms | 0 - 30 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.569 ms | 0 - 2 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | float | Qualcomm® SA8775P | 3.242 ms | 0 - 31 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS9075 | 3.714 ms | 0 - 5 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 4.314 ms | 0 - 44 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | float | Qualcomm® SA7255P | 6.582 ms | 0 - 30 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | float | Qualcomm® SA8295P | 3.727 ms | 0 - 27 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.235 ms | 0 - 34 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.067 ms | 0 - 34 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.288 ms | 0 - 34 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS6490 | 1.398 ms | 0 - 3 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.096 ms | 0 - 24 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.419 ms | 0 - 1 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® SA8775P | 0.63 ms | 0 - 26 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.569 ms | 0 - 3 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCM6690 | 2.818 ms | 0 - 137 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.51 ms | 0 - 35 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® SA7255P | 1.096 ms | 0 - 24 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® SA8295P | 0.864 ms | 0 - 22 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.235 ms | 0 - 23 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.484 ms | 0 - 140 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.191 ms | 0 - 26 MB | NPU
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  ## License
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  * The license for the original implementation of Lightweight-Face-Detection can be found
 
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  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.
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+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/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).
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  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.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.48.0/face_det_lite-onnx-float.zip)
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+ | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.48.0/face_det_lite-onnx-w8a16.zip)
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+ | ONNX | w8a16_mixed_int16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.48.0/face_det_lite-onnx-w8a16_mixed_int16.zip)
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+ | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.48.0/face_det_lite-onnx-w8a8.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.48.0/face_det_lite-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.48.0/face_det_lite-qnn_dlc-w8a16.zip)
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+ | QNN_DLC | w8a16_mixed_int16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.48.0/face_det_lite-qnn_dlc-w8a16_mixed_int16.zip)
38
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.48.0/face_det_lite-qnn_dlc-w8a8.zip)
39
+ | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.48.0/face_det_lite-tflite-float.zip)
40
+ | TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/face_det_lite/releases/v0.48.0/face_det_lite-tflite-w8a8.zip)
41
 
42
  For more device-specific assets and performance metrics, visit **[Lightweight-Face-Detection on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/face_det_lite)**.
43
 
44
 
45
  ### Option 2: Export with Custom Configurations
46
 
47
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/face_det_lite) Python library to compile and export the model with your own:
48
  - Custom weights (e.g., fine-tuned checkpoints)
49
  - Custom input shapes
50
  - Target device and runtime configurations
51
 
52
  This option is ideal if you need to customize the model beyond the default configuration provided here.
53
 
54
+ See our repository for [Lightweight-Face-Detection on GitHub](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/face_det_lite) for usage instructions.
55
 
56
  ## Model Details
57
 
 
69
  ## Performance Summary
70
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
71
  |---|---|---|---|---|---|---
72
+ | Lightweight-Face-Detection | ONNX | float | Snapdragon® X2 Elite | 1.15 ms | 0 - 0 MB | NPU
73
+ | Lightweight-Face-Detection | ONNX | float | Snapdragon® X Elite | 2.208 ms | 1 - 1 MB | NPU
74
+ | Lightweight-Face-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.085 ms | 0 - 163 MB | NPU
75
+ | Lightweight-Face-Detection | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.959 ms | 1 - 4 MB | NPU
76
+ | Lightweight-Face-Detection | ONNX | float | Qualcomm® QCS9075 | 2.496 ms | 1 - 4 MB | NPU
77
+ | Lightweight-Face-Detection | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.894 ms | 0 - 140 MB | NPU
78
+ | Lightweight-Face-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.076 ms | 0 - 148 MB | NPU
79
+ | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® X2 Elite | 0.908 ms | 0 - 0 MB | NPU
80
+ | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® X Elite | 1.976 ms | 1 - 1 MB | NPU
81
+ | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.988 ms | 0 - 156 MB | NPU
82
+ | Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCS6490 | 84.441 ms | 28 - 31 MB | CPU
83
+ | Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.745 ms | 0 - 3 MB | NPU
84
+ | Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCS9075 | 2.085 ms | 0 - 3 MB | NPU
85
+ | Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCM6690 | 44.887 ms | 28 - 35 MB | CPU
86
+ | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.85 ms | 0 - 142 MB | NPU
87
+ | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 34.135 ms | 27 - 35 MB | CPU
88
+ | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.841 ms | 0 - 146 MB | NPU
89
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.91 ms | 0 - 0 MB | NPU
90
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® X Elite | 1.956 ms | 1 - 1 MB | NPU
91
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 0.993 ms | 0 - 161 MB | NPU
92
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCS6490 | 86.943 ms | 28 - 31 MB | CPU
93
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 1.71 ms | 0 - 4 MB | NPU
94
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCS9075 | 2.161 ms | 0 - 3 MB | NPU
95
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCM6690 | 44.903 ms | 25 - 31 MB | CPU
96
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.858 ms | 0 - 142 MB | NPU
97
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 34.065 ms | 29 - 36 MB | CPU
98
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.842 ms | 0 - 147 MB | NPU
99
+ | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® X2 Elite | 0.239 ms | 0 - 0 MB | NPU
100
+ | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® X Elite | 0.564 ms | 0 - 0 MB | NPU
101
+ | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.306 ms | 0 - 153 MB | NPU
102
+ | Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCS6490 | 17.157 ms | 13 - 17 MB | CPU
103
+ | Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.45 ms | 0 - 99 MB | NPU
104
+ | Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCS9075 | 0.658 ms | 0 - 3 MB | NPU
105
+ | Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCM6690 | 12.809 ms | 12 - 20 MB | CPU
106
+ | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.249 ms | 0 - 140 MB | NPU
107
+ | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 9.591 ms | 13 - 22 MB | CPU
108
  | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.22 ms | 0 - 145 MB | NPU
109
+ | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® X2 Elite | 1.378 ms | 1 - 1 MB | NPU
110
+ | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® X Elite | 2.807 ms | 1 - 1 MB | NPU
111
+ | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.599 ms | 0 - 42 MB | NPU
112
+ | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 6.684 ms | 1 - 28 MB | NPU
113
+ | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.54 ms | 1 - 3 MB | NPU
114
+ | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® SA8775P | 3.25 ms | 0 - 29 MB | NPU
115
+ | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS9075 | 3.719 ms | 1 - 4 MB | NPU
116
+ | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 4.289 ms | 0 - 43 MB | NPU
117
+ | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® SA7255P | 6.684 ms | 1 - 28 MB | NPU
118
+ | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® SA8295P | 3.743 ms | 0 - 25 MB | NPU
119
+ | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.221 ms | 1 - 30 MB | NPU
120
+ | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.083 ms | 1 - 33 MB | NPU
121
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.949 ms | 1 - 1 MB | NPU
122
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.949 ms | 1 - 1 MB | NPU
123
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.964 ms | 0 - 153 MB | NPU
124
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 6.591 ms | 0 - 3 MB | NPU
125
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 2.953 ms | 1 - 139 MB | NPU
126
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.732 ms | 0 - 8 MB | NPU
127
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 1.952 ms | 1 - 141 MB | NPU
128
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 2.174 ms | 1 - 3 MB | NPU
129
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 12.396 ms | 1 - 140 MB | NPU
130
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 2.879 ms | 0 - 154 MB | NPU
131
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 2.953 ms | 1 - 139 MB | NPU
132
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® SA8295P | 2.262 ms | 1 - 138 MB | NPU
133
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.774 ms | 1 - 139 MB | NPU
134
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 2.595 ms | 1 - 139 MB | NPU
135
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.716 ms | 1 - 142 MB | NPU
136
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.954 ms | 1 - 1 MB | NPU
137
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X Elite | 1.999 ms | 1 - 1 MB | NPU
138
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 0.951 ms | 0 - 153 MB | NPU
139
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS8275 (Proxy) | 3.195 ms | 1 - 139 MB | NPU
140
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 1.769 ms | 1 - 2 MB | NPU
141
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8775P | 1.975 ms | 1 - 143 MB | NPU
142
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS9075 | 2.36 ms | 0 - 3 MB | NPU
143
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCM6690 | 13.415 ms | 1 - 140 MB | NPU
144
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA7255P | 3.195 ms | 1 - 139 MB | NPU
145
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.8 ms | 1 - 139 MB | NPU
146
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 2.566 ms | 1 - 139 MB | NPU
147
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.747 ms | 1 - 142 MB | NPU
148
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.308 ms | 0 - 0 MB | NPU
149
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.539 ms | 0 - 0 MB | NPU
150
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.289 ms | 0 - 34 MB | NPU
151
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 1.282 ms | 0 - 2 MB | NPU
152
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.082 ms | 0 - 25 MB | NPU
153
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.41 ms | 0 - 9 MB | NPU
154
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.605 ms | 0 - 26 MB | NPU
155
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.584 ms | 0 - 2 MB | NPU
156
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 2.84 ms | 0 - 140 MB | NPU
157
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.498 ms | 0 - 36 MB | NPU
158
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.082 ms | 0 - 25 MB | NPU
159
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.842 ms | 0 - 23 MB | NPU
160
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.228 ms | 0 - 28 MB | NPU
161
  | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.479 ms | 0 - 137 MB | NPU
162
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.194 ms | 0 - 27 MB | NPU
163
+ | Lightweight-Face-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.613 ms | 0 - 44 MB | NPU
164
+ | Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 6.599 ms | 0 - 29 MB | NPU
165
+ | Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.572 ms | 0 - 2 MB | NPU
166
+ | Lightweight-Face-Detection | TFLITE | float | Qualcomm® SA8775P | 3.255 ms | 0 - 32 MB | NPU
167
+ | Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS9075 | 3.727 ms | 0 - 5 MB | NPU
168
+ | Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 4.287 ms | 0 - 43 MB | NPU
169
+ | Lightweight-Face-Detection | TFLITE | float | Qualcomm® SA7255P | 6.599 ms | 0 - 29 MB | NPU
170
+ | Lightweight-Face-Detection | TFLITE | float | Qualcomm® SA8295P | 3.729 ms | 0 - 27 MB | NPU
171
+ | Lightweight-Face-Detection | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.228 ms | 0 - 33 MB | NPU
172
+ | Lightweight-Face-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.069 ms | 0 - 33 MB | NPU
173
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.289 ms | 0 - 34 MB | NPU
174
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS6490 | 1.354 ms | 0 - 3 MB | NPU
175
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.106 ms | 0 - 24 MB | NPU
176
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.41 ms | 0 - 1 MB | NPU
177
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® SA8775P | 2.35 ms | 0 - 24 MB | NPU
178
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.573 ms | 0 - 3 MB | NPU
179
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCM6690 | 2.813 ms | 0 - 136 MB | NPU
180
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.506 ms | 0 - 35 MB | NPU
181
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® SA7255P | 1.106 ms | 0 - 24 MB | NPU
182
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® SA8295P | 0.832 ms | 0 - 22 MB | NPU
183
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.239 ms | 0 - 28 MB | NPU
184
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.483 ms | 0 - 136 MB | NPU
185
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.193 ms | 0 - 27 MB | NPU
 
186
 
187
  ## License
188
  * The license for the original implementation of Lightweight-Face-Detection can be found