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Lightweight-Face-Detection-Quantized

Object Detection
PyTorch
LiteRT
ONNX
real_time
quantized
android
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@@ -1,11 +1,11 @@
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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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  - quantized
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  - android
 
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  ---
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@@ -35,34 +35,38 @@ 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-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.282 ms | 0 - 9 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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- | Lightweight-Face-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.337 ms | 0 - 4 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.so](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.so) |
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- | Lightweight-Face-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.666 ms | 0 - 8 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.onnx) |
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- | Lightweight-Face-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.204 ms | 0 - 26 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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- | Lightweight-Face-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.244 ms | 0 - 28 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.so](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.so) |
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- | Lightweight-Face-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.447 ms | 0 - 30 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.onnx) |
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- | Lightweight-Face-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.201 ms | 0 - 20 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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- | Lightweight-Face-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.245 ms | 0 - 20 MB | INT8 | NPU | Use Export Script |
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- | Lightweight-Face-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.463 ms | 0 - 22 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.onnx) |
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- | Lightweight-Face-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 0.798 ms | 0 - 17 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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- | Lightweight-Face-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.041 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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- | Lightweight-Face-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 6.577 ms | 0 - 12 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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- | Lightweight-Face-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.279 ms | 0 - 9 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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- | Lightweight-Face-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.333 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | Lightweight-Face-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 3.022 ms | 0 - 14 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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- | Lightweight-Face-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 3.317 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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- | Lightweight-Face-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.281 ms | 0 - 10 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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- | Lightweight-Face-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.355 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | Lightweight-Face-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.663 ms | 0 - 19 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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- | Lightweight-Face-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 0.994 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | Lightweight-Face-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.276 ms | 0 - 9 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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- | Lightweight-Face-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.338 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | Lightweight-Face-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.612 ms | 0 - 13 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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- | Lightweight-Face-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 0.843 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Lightweight-Face-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.34 ms | 0 - 17 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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- | Lightweight-Face-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.4 ms | 0 - 20 MB | INT8 | NPU | Use Export Script |
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- | Lightweight-Face-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.436 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | Lightweight-Face-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.671 ms | 2 - 2 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.onnx) |
 
 
 
 
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1
  ---
2
  library_name: pytorch
3
  license: bsd-3-clause
 
4
  tags:
5
  - real_time
6
  - quantized
7
  - android
8
+ pipeline_tag: object-detection
9
 
10
  ---
11
 
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | Lightweight-Face-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.281 ms | 0 - 9 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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+ | Lightweight-Face-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.331 ms | 0 - 2 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.so](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.so) |
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+ | Lightweight-Face-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.702 ms | 0 - 9 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.onnx) |
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+ | Lightweight-Face-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.199 ms | 0 - 23 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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+ | Lightweight-Face-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.246 ms | 0 - 19 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.so](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.so) |
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+ | Lightweight-Face-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.481 ms | 0 - 27 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.onnx) |
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+ | Lightweight-Face-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.169 ms | 0 - 19 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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+ | Lightweight-Face-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.243 ms | 0 - 20 MB | INT8 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.464 ms | 0 - 23 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.onnx) |
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+ | Lightweight-Face-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 3.059 ms | 0 - 11 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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+ | Lightweight-Face-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 3.315 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.281 ms | 0 - 9 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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+ | Lightweight-Face-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.336 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.666 ms | 0 - 15 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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+ | Lightweight-Face-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 0.974 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.279 ms | 0 - 9 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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+ | Lightweight-Face-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.334 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.599 ms | 0 - 12 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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+ | Lightweight-Face-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 0.811 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 0.796 ms | 0 - 18 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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+ | Lightweight-Face-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.055 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 6.482 ms | 0 - 3 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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+ | Lightweight-Face-Detection-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 3.059 ms | 0 - 11 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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+ | Lightweight-Face-Detection-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 3.315 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.28 ms | 0 - 9 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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+ | Lightweight-Face-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.34 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.599 ms | 0 - 12 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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+ | Lightweight-Face-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.811 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.333 ms | 0 - 19 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.tflite) |
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+ | Lightweight-Face-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.404 ms | 0 - 20 MB | INT8 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.455 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | Lightweight-Face-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.849 ms | 2 - 2 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection-Quantized.onnx) |
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