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Lightweight-Face-Detection

Object Detection
PyTorch
real_time
bu_iot
android
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@@ -1,10 +1,10 @@
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  ---
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  library_name: pytorch
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  license: bsd-3-clause
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- pipeline_tag: object-detection
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  tags:
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  - real_time
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  - android
 
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  ---
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@@ -36,31 +36,35 @@ 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 | 1.096 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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@@ -125,7 +129,7 @@ Lightweight-Face-Detection
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.0
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- Estimated peak memory usage (MB): [0, 4]
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  Total # Ops : 84
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  Compute Unit(s) : NPU (84 ops)
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  ```
 
1
  ---
2
  library_name: pytorch
3
  license: bsd-3-clause
 
4
  tags:
5
  - real_time
6
  - android
7
+ pipeline_tag: object-detection
8
 
9
  ---
10
 
 
36
 
37
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
+ | Lightweight-Face-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.032 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.087 ms | 1 - 3 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 | 2.397 ms | 1 - 11 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 | 0.685 ms | 0 - 22 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 | 0.722 ms | 0 - 16 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 | 1.469 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 | 0.779 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 | 0.634 ms | 1 - 19 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.579 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 | SA7255P ADP | SA7255P | TFLITE | 22.383 ms | 0 - 10 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 | 22.464 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.03 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 | 1.086 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | SA8295P ADP | SA8295P | TFLITE | 1.754 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 | SA8295P ADP | SA8295P | QNN | 2.082 ms | 0 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.03 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 | 1.09 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | SA8775P ADP | SA8775P | TFLITE | 1.944 ms | 0 - 10 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 | 2.159 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 22.383 ms | 0 - 10 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 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 22.464 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.03 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 | 1.091 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.944 ms | 0 - 10 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 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.159 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.263 ms | 0 - 24 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 | 1.341 ms | 1 - 18 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 | 2.437 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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  Device : Samsung Galaxy S23 (13)
130
  Runtime : TFLITE
131
  Estimated inference time (ms) : 1.0
132
+ Estimated peak memory usage (MB): [0, 5]
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  Total # Ops : 84
134
  Compute Unit(s) : NPU (84 ops)
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  ```