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Lightweight-Face-Detection

Object Detection
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android
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v0.47.0

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See https://github.com/quic/ai-hub-models/releases/v0.47.0 for changelog.

Files changed (1) hide show
  1. README.md +123 -115
README.md CHANGED
@@ -28,16 +28,16 @@ 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 2.37, 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)
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- | 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)
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- | 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)
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- | 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)
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- | 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)
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- | 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)
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- | 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)
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- | 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)
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- | 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)
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- | 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)
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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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@@ -69,112 +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 | 2.462 ms | 1 - 1 MB | NPU
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- | Lightweight-Face-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.408 ms | 0 - 112 MB | NPU
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- | Lightweight-Face-Detection | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.706 ms | 0 - 7 MB | NPU
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- | Lightweight-Face-Detection | ONNX | float | Qualcomm® QCS9075 | 2.694 ms | 1 - 4 MB | NPU
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- | Lightweight-Face-Detection | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.217 ms | 0 - 96 MB | NPU
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- | Lightweight-Face-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.256 ms | 0 - 103 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® X Elite | 1.944 ms | 1 - 1 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.189 ms | 0 - 114 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCS6490 | 87.108 ms | 29 - 32 MB | CPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.935 ms | 0 - 122 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCS9075 | 2.412 ms | 0 - 3 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCM6690 | 43.818 ms | 29 - 36 MB | CPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.947 ms | 0 - 101 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 33.473 ms | 29 - 36 MB | CPU
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- | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.919 ms | 0 - 102 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® X Elite | 2.027 ms | 1 - 1 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 1.248 ms | 0 - 111 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCS6490 | 91.198 ms | 28 - 32 MB | CPU
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- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 2.063 ms | 0 - 8 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCS9075 | 2.288 ms | 0 - 3 MB | NPU
92
- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCM6690 | 43.997 ms | 28 - 35 MB | CPU
93
- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.988 ms | 0 - 103 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 33.242 ms | 30 - 37 MB | CPU
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- | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.93 ms | 0 - 101 MB | NPU
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- | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® X Elite | 0.554 ms | 0 - 0 MB | NPU
97
- | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.474 ms | 0 - 107 MB | NPU
98
- | Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCS6490 | 16.911 ms | 12 - 17 MB | CPU
99
- | Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.623 ms | 0 - 3 MB | NPU
100
- | Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCS9075 | 0.838 ms | 0 - 3 MB | NPU
101
- | Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCM6690 | 12.739 ms | 13 - 21 MB | CPU
102
- | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.354 ms | 0 - 100 MB | NPU
103
- | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 9.371 ms | 12 - 20 MB | CPU
104
- | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.331 ms | 0 - 100 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® X Elite | 2.872 ms | 1 - 1 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.621 ms | 0 - 42 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 6.779 ms | 1 - 29 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.602 ms | 1 - 24 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® SA8775P | 14.285 ms | 1 - 29 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS9075 | 3.692 ms | 1 - 4 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 4.31 ms | 0 - 43 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® SA7255P | 6.779 ms | 1 - 29 MB | NPU
113
- | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® SA8295P | 3.79 ms | 0 - 25 MB | NPU
114
- | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.218 ms | 1 - 34 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.1 ms | 1 - 34 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.909 ms | 1 - 1 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.939 ms | 0 - 155 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 6.589 ms | 2 - 5 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 2.989 ms | 1 - 139 MB | NPU
120
- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.675 ms | 1 - 2 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 1.941 ms | 1 - 141 MB | NPU
122
- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 2.171 ms | 2 - 5 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 12.4 ms | 1 - 140 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 2.894 ms | 1 - 155 MB | NPU
125
- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 2.989 ms | 1 - 139 MB | NPU
126
- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® SA8295P | 2.34 ms | 1 - 137 MB | NPU
127
- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.774 ms | 0 - 143 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 2.605 ms | 1 - 139 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.713 ms | 1 - 143 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X Elite | 1.979 ms | 1 - 1 MB | NPU
131
- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 0.959 ms | 0 - 153 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS8275 (Proxy) | 3.246 ms | 1 - 140 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 1.739 ms | 1 - 2 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8775P | 1.957 ms | 0 - 142 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS9075 | 2.37 ms | 0 - 3 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCM6690 | 14.536 ms | 1 - 140 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA7255P | 3.246 ms | 1 - 140 MB | NPU
138
- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.815 ms | 0 - 143 MB | NPU
139
- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 2.629 ms | 1 - 139 MB | NPU
140
- | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.756 ms | 1 - 143 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.536 ms | 0 - 0 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.276 ms | 0 - 34 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 1.41 ms | 2 - 4 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.081 ms | 0 - 26 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.414 ms | 0 - 2 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.614 ms | 0 - 26 MB | NPU
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- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.553 ms | 0 - 2 MB | NPU
148
- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 2.813 ms | 0 - 141 MB | NPU
149
- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.499 ms | 0 - 36 MB | NPU
150
- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.081 ms | 0 - 26 MB | NPU
151
- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.823 ms | 0 - 23 MB | NPU
152
- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.23 ms | 0 - 28 MB | NPU
153
- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.487 ms | 0 - 138 MB | NPU
154
- | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.198 ms | 0 - 27 MB | NPU
155
- | Lightweight-Face-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.633 ms | 0 - 43 MB | NPU
156
- | Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 6.711 ms | 0 - 29 MB | NPU
157
- | Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.607 ms | 0 - 59 MB | NPU
158
- | Lightweight-Face-Detection | TFLITE | float | Qualcomm® SA8775P | 3.346 ms | 0 - 31 MB | NPU
159
- | Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS9075 | 3.709 ms | 0 - 5 MB | NPU
160
- | Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 4.285 ms | 0 - 43 MB | NPU
161
- | Lightweight-Face-Detection | TFLITE | float | Qualcomm® SA7255P | 6.711 ms | 0 - 29 MB | NPU
162
- | Lightweight-Face-Detection | TFLITE | float | Qualcomm® SA8295P | 3.783 ms | 0 - 27 MB | NPU
163
- | Lightweight-Face-Detection | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.231 ms | 0 - 34 MB | NPU
164
- | Lightweight-Face-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.11 ms | 0 - 34 MB | NPU
165
- | Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.284 ms | 0 - 34 MB | NPU
166
- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS6490 | 1.412 ms | 0 - 3 MB | NPU
167
- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.126 ms | 0 - 24 MB | NPU
168
- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.411 ms | 0 - 1 MB | NPU
169
- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® SA8775P | 0.623 ms | 0 - 26 MB | NPU
170
- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.574 ms | 0 - 3 MB | NPU
171
- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCM6690 | 2.799 ms | 0 - 136 MB | NPU
172
- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.507 ms | 0 - 35 MB | NPU
173
- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® SA7255P | 1.126 ms | 0 - 24 MB | NPU
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- | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® SA8295P | 0.829 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 | 0.496 ms | 0 - 136 MB | NPU
177
- | Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.197 ms | 0 - 27 MB | NPU
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179
  ## License
180
  * The license for the original implementation of Lightweight-Face-Detection can be found
 
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  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | 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)
35
+ | 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)
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/v0.47.0/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/v0.47.0/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
 
 
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® X Elite | 2.189 ms | 1 - 1 MB | NPU
73
+ | Lightweight-Face-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.086 ms | 0 - 159 MB | NPU
74
+ | Lightweight-Face-Detection | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.959 ms | 1 - 3 MB | NPU
75
+ | Lightweight-Face-Detection | ONNX | float | Qualcomm® QCS9075 | 2.493 ms | 1 - 4 MB | NPU
76
+ | Lightweight-Face-Detection | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.894 ms | 1 - 144 MB | NPU
77
+ | Lightweight-Face-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.075 ms | 1 - 148 MB | NPU
78
+ | Lightweight-Face-Detection | ONNX | float | Snapdragon® X2 Elite | 1.156 ms | 0 - 0 MB | NPU
79
+ | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® X Elite | 1.992 ms | 1 - 1 MB | NPU
80
+ | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.984 ms | 0 - 165 MB | NPU
81
+ | Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCS6490 | 86.745 ms | 28 - 31 MB | CPU
82
+ | Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.75 ms | 0 - 3 MB | NPU
83
+ | Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCS9075 | 2.09 ms | 0 - 3 MB | NPU
84
+ | Lightweight-Face-Detection | ONNX | w8a16 | Qualcomm® QCM6690 | 44.97 ms | 26 - 33 MB | CPU
85
+ | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.853 ms | 0 - 141 MB | NPU
86
+ | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 34.344 ms | 28 - 36 MB | CPU
87
+ | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.83 ms | 0 - 146 MB | NPU
88
+ | Lightweight-Face-Detection | ONNX | w8a16 | Snapdragon® X2 Elite | 0.92 ms | 0 - 0 MB | NPU
89
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® X Elite | 1.947 ms | 1 - 1 MB | NPU
90
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 1.024 ms | 0 - 165 MB | NPU
91
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCS6490 | 86.866 ms | 28 - 31 MB | CPU
92
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 1.716 ms | 0 - 3 MB | NPU
93
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCS9075 | 2.123 ms | 0 - 3 MB | NPU
94
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Qualcomm® QCM6690 | 44.303 ms | 28 - 35 MB | CPU
95
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.867 ms | 0 - 141 MB | NPU
96
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 34.254 ms | 28 - 36 MB | CPU
97
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.854 ms | 0 - 147 MB | NPU
98
+ | Lightweight-Face-Detection | ONNX | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.921 ms | 0 - 0 MB | NPU
99
+ | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® X Elite | 0.563 ms | 0 - 0 MB | NPU
100
+ | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.3 ms | 0 - 153 MB | NPU
101
+ | Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCS6490 | 17.035 ms | 12 - 17 MB | CPU
102
+ | Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.439 ms | 0 - 3 MB | NPU
103
+ | Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCS9075 | 0.642 ms | 0 - 3 MB | NPU
104
+ | Lightweight-Face-Detection | ONNX | w8a8 | Qualcomm® QCM6690 | 12.754 ms | 12 - 21 MB | CPU
105
+ | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.242 ms | 0 - 145 MB | NPU
106
+ | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 9.618 ms | 13 - 21 MB | CPU
107
+ | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.22 ms | 0 - 145 MB | NPU
108
+ | Lightweight-Face-Detection | ONNX | w8a8 | Snapdragon® X2 Elite | 0.232 ms | 0 - 0 MB | NPU
109
+ | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® X Elite | 2.806 ms | 1 - 1 MB | NPU
110
+ | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.596 ms | 0 - 42 MB | NPU
111
+ | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 6.667 ms | 1 - 29 MB | NPU
112
+ | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.541 ms | 0 - 13 MB | NPU
113
+ | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® SA8775P | 3.253 ms | 0 - 30 MB | NPU
114
+ | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS9075 | 3.723 ms | 1 - 4 MB | NPU
115
+ | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 4.315 ms | 0 - 42 MB | NPU
116
+ | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® SA7255P | 6.667 ms | 1 - 29 MB | NPU
117
+ | Lightweight-Face-Detection | QNN_DLC | float | Qualcomm® SA8295P | 3.751 ms | 0 - 26 MB | NPU
118
+ | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.221 ms | 0 - 33 MB | NPU
119
+ | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.079 ms | 1 - 33 MB | NPU
120
+ | Lightweight-Face-Detection | QNN_DLC | float | Snapdragon® X2 Elite | 1.367 ms | 1 - 1 MB | NPU
121
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.961 ms | 1 - 1 MB | NPU
122
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.967 ms | 0 - 153 MB | NPU
123
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 6.429 ms | 1 - 3 MB | NPU
124
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 2.973 ms | 1 - 139 MB | NPU
125
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.735 ms | 1 - 2 MB | NPU
126
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 1.963 ms | 1 - 141 MB | NPU
127
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 2.169 ms | 2 - 5 MB | NPU
128
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 12.636 ms | 1 - 140 MB | NPU
129
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 2.892 ms | 0 - 154 MB | NPU
130
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 2.973 ms | 1 - 139 MB | NPU
131
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Qualcomm® SA8295P | 2.251 ms | 0 - 137 MB | NPU
132
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.774 ms | 0 - 142 MB | NPU
133
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 2.593 ms | 1 - 139 MB | NPU
134
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.71 ms | 1 - 142 MB | NPU
135
+ | Lightweight-Face-Detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.931 ms | 1 - 1 MB | NPU
136
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X Elite | 1.882 ms | 1 - 1 MB | NPU
137
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 1.002 ms | 0 - 157 MB | NPU
138
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS8275 (Proxy) | 3.256 ms | 1 - 139 MB | NPU
139
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 1.672 ms | 1 - 70 MB | NPU
140
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8775P | 1.959 ms | 1 - 143 MB | NPU
141
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS9075 | 2.375 ms | 1 - 3 MB | NPU
142
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCM6690 | 13.993 ms | 1 - 140 MB | NPU
143
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA7255P | 3.256 ms | 1 - 139 MB | NPU
144
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.818 ms | 0 - 139 MB | NPU
145
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 2.616 ms | 1 - 139 MB | NPU
146
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.759 ms | 1 - 143 MB | NPU
147
+ | Lightweight-Face-Detection | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.997 ms | 1 - 1 MB | NPU
148
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.533 ms | 0 - 0 MB | NPU
149
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.288 ms | 0 - 35 MB | NPU
150
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 1.362 ms | 0 - 2 MB | NPU
151
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.073 ms | 0 - 25 MB | NPU
152
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.419 ms | 0 - 2 MB | NPU
153
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.609 ms | 0 - 26 MB | NPU
154
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.554 ms | 0 - 2 MB | NPU
155
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 2.833 ms | 0 - 137 MB | NPU
156
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.497 ms | 0 - 36 MB | NPU
157
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.073 ms | 0 - 25 MB | NPU
158
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.822 ms | 0 - 23 MB | NPU
159
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.229 ms | 0 - 28 MB | NPU
160
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.479 ms | 0 - 137 MB | NPU
161
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.19 ms | 0 - 26 MB | NPU
162
+ | Lightweight-Face-Detection | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.309 ms | 0 - 0 MB | NPU
163
+ | Lightweight-Face-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.61 ms | 0 - 43 MB | NPU
164
+ | Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 6.582 ms | 0 - 30 MB | NPU
165
+ | Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.569 ms | 0 - 2 MB | NPU
166
+ | Lightweight-Face-Detection | TFLITE | float | Qualcomm® SA8775P | 3.242 ms | 0 - 31 MB | NPU
167
+ | Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS9075 | 3.714 ms | 0 - 5 MB | NPU
168
+ | Lightweight-Face-Detection | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 4.314 ms | 0 - 44 MB | NPU
169
+ | Lightweight-Face-Detection | TFLITE | float | Qualcomm® SA7255P | 6.582 ms | 0 - 30 MB | NPU
170
+ | Lightweight-Face-Detection | TFLITE | float | Qualcomm® SA8295P | 3.727 ms | 0 - 27 MB | NPU
171
+ | Lightweight-Face-Detection | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.235 ms | 0 - 34 MB | NPU
172
+ | Lightweight-Face-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.067 ms | 0 - 34 MB | NPU
173
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.288 ms | 0 - 34 MB | NPU
174
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS6490 | 1.398 ms | 0 - 3 MB | NPU
175
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.096 ms | 0 - 24 MB | NPU
176
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.419 ms | 0 - 1 MB | NPU
177
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® SA8775P | 0.63 ms | 0 - 26 MB | NPU
178
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.569 ms | 0 - 3 MB | NPU
179
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCM6690 | 2.818 ms | 0 - 137 MB | NPU
180
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.51 ms | 0 - 35 MB | NPU
181
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® SA7255P | 1.096 ms | 0 - 24 MB | NPU
182
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Qualcomm® SA8295P | 0.864 ms | 0 - 22 MB | NPU
183
  | Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.235 ms | 0 - 23 MB | NPU
184
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.484 ms | 0 - 140 MB | NPU
185
+ | Lightweight-Face-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.191 ms | 0 - 26 MB | NPU
186
 
187
  ## License
188
  * The license for the original implementation of Lightweight-Face-Detection can be found