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Lightweight-Face-Detection

Object Detection
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android
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@@ -37,38 +37,38 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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  | Lightweight-Face-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.032 ms | 0 - 4 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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- | Lightweight-Face-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.109 ms | 1 - 5 MB | FP16 | NPU | [Lightweight-Face-Detection.so](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.so) |
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- | Lightweight-Face-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.384 ms | 1 - 5 MB | FP16 | NPU | [Lightweight-Face-Detection.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.onnx) |
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- | Lightweight-Face-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.684 ms | 0 - 23 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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- | Lightweight-Face-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.735 ms | 1 - 23 MB | FP16 | NPU | [Lightweight-Face-Detection.so](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.so) |
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- | Lightweight-Face-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.453 ms | 1 - 26 MB | FP16 | NPU | [Lightweight-Face-Detection.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.onnx) |
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- | Lightweight-Face-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.716 ms | 0 - 17 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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- | Lightweight-Face-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.762 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | Lightweight-Face-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.414 ms | 0 - 24 MB | FP16 | NPU | [Lightweight-Face-Detection.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.onnx) |
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- | Lightweight-Face-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.032 ms | 0 - 4 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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- | Lightweight-Face-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.084 ms | 1 - 5 MB | FP16 | NPU | Use Export Script |
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- | Lightweight-Face-Detection | SA7255P ADP | SA7255P | TFLITE | 22.495 ms | 0 - 12 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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- | Lightweight-Face-Detection | SA7255P ADP | SA7255P | QNN | 22.599 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | Lightweight-Face-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.026 ms | 0 - 4 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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- | Lightweight-Face-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.092 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | Lightweight-Face-Detection | SA8295P ADP | SA8295P | TFLITE | 1.757 ms | 0 - 17 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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- | Lightweight-Face-Detection | SA8295P ADP | SA8295P | QNN | 2.481 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | Lightweight-Face-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.029 ms | 0 - 4 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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- | Lightweight-Face-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.097 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | Lightweight-Face-Detection | SA8775P ADP | SA8775P | TFLITE | 1.93 ms | 0 - 12 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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- | Lightweight-Face-Detection | SA8775P ADP | SA8775P | QNN | 2.135 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | Lightweight-Face-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.344 ms | 0 - 21 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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- | Lightweight-Face-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.36 ms | 1 - 24 MB | FP16 | NPU | Use Export Script |
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- | Lightweight-Face-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.228 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | Lightweight-Face-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.189 ms | 2 - 2 MB | FP16 | NPU | [Lightweight-Face-Detection.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.onnx) |
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  ## Installation
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- This model can be installed as a Python package via pip.
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  ```bash
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  pip install qai-hub-models
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  ```
@@ -152,7 +152,7 @@ from qai_hub_models.models.face_det_lite import Model
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  torch_model = Model.from_pretrained()
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  # Device
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- device = hub.Device("Samsung Galaxy S23")
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  # Trace model
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  input_shape = torch_model.get_input_spec()
@@ -230,7 +230,8 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
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- * The license for the original implementation of Lightweight-Face-Detection can be found [here](https://github.com/qcom-ai-hub/ai-hub-models-internal/blob/main/LICENSE).
 
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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  | Lightweight-Face-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.032 ms | 0 - 4 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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+ | Lightweight-Face-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.096 ms | 1 - 5 MB | FP16 | NPU | [Lightweight-Face-Detection.so](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.so) |
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+ | Lightweight-Face-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.409 ms | 0 - 9 MB | FP16 | NPU | [Lightweight-Face-Detection.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.onnx) |
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+ | Lightweight-Face-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.683 ms | 0 - 26 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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+ | Lightweight-Face-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.732 ms | 0 - 21 MB | FP16 | NPU | [Lightweight-Face-Detection.so](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.so) |
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+ | Lightweight-Face-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.502 ms | 0 - 29 MB | FP16 | NPU | [Lightweight-Face-Detection.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.onnx) |
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+ | Lightweight-Face-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.717 ms | 0 - 18 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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+ | Lightweight-Face-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.773 ms | 1 - 19 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.565 ms | 1 - 25 MB | FP16 | NPU | [Lightweight-Face-Detection.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.onnx) |
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+ | Lightweight-Face-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.029 ms | 0 - 5 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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+ | Lightweight-Face-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.098 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | SA7255P ADP | SA7255P | TFLITE | 22.358 ms | 0 - 13 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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+ | Lightweight-Face-Detection | SA7255P ADP | SA7255P | QNN | 22.459 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.035 ms | 0 - 4 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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+ | Lightweight-Face-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.085 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | SA8295P ADP | SA8295P | TFLITE | 1.736 ms | 0 - 16 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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+ | Lightweight-Face-Detection | SA8295P ADP | SA8295P | QNN | 2.084 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.025 ms | 0 - 5 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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+ | Lightweight-Face-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.086 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | SA8775P ADP | SA8775P | TFLITE | 1.925 ms | 0 - 11 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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+ | Lightweight-Face-Detection | SA8775P ADP | SA8775P | QNN | 2.209 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.274 ms | 0 - 17 MB | FP16 | NPU | [Lightweight-Face-Detection.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.tflite) |
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+ | Lightweight-Face-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.34 ms | 1 - 24 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.242 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.177 ms | 2 - 2 MB | FP16 | NPU | [Lightweight-Face-Detection.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection/blob/main/Lightweight-Face-Detection.onnx) |
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  ## Installation
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+ Install the package via pip:
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  ```bash
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  pip install qai-hub-models
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  ```
 
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  torch_model = Model.from_pretrained()
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  # Device
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+ device = hub.Device("Samsung Galaxy S24")
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  # Trace model
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  input_shape = torch_model.get_input_spec()
 
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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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+ [here](https://github.com/qcom-ai-hub/ai-hub-models-internal/blob/main/LICENSE).
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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