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PPE-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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- | PPE-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.679 ms | 0 - 69 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.756 ms | 0 - 50 MB | FP16 | NPU | [PPE-Detection.so](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.so) |
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- | PPE-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.089 ms | 0 - 41 MB | FP16 | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.onnx) |
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- | PPE-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.496 ms | 0 - 23 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.541 ms | 0 - 24 MB | FP16 | NPU | [PPE-Detection.so](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.so) |
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- | PPE-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.827 ms | 0 - 28 MB | FP16 | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.onnx) |
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- | PPE-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.483 ms | 0 - 21 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.533 ms | 1 - 21 MB | FP16 | NPU | Use Export Script |
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- | PPE-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.856 ms | 1 - 20 MB | FP16 | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.onnx) |
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- | PPE-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.686 ms | 0 - 70 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.738 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | PPE-Detection | SA7255P ADP | SA7255P | TFLITE | 28.901 ms | 0 - 14 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | SA7255P ADP | SA7255P | QNN | 29.156 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | PPE-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.681 ms | 0 - 69 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.737 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | PPE-Detection | SA8295P ADP | SA8295P | TFLITE | 1.806 ms | 0 - 18 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | SA8295P ADP | SA8295P | QNN | 2.069 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | PPE-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.687 ms | 0 - 80 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.736 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | PPE-Detection | SA8775P ADP | SA8775P | TFLITE | 1.557 ms | 0 - 14 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | SA8775P ADP | SA8775P | QNN | 1.797 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | PPE-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.422 ms | 0 - 17 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.476 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
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- | PPE-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.847 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | PPE-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.138 ms | 14 - 14 MB | FP16 | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.onnx) |
 
 
 
 
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@@ -125,7 +129,7 @@ PPE-Detection
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.7
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- Estimated peak memory usage (MB): [0, 69]
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  Total # Ops : 77
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  Compute Unit(s) : NPU (77 ops)
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  ```
 
1
  ---
2
  library_name: pytorch
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  license: bsd-3-clause
 
4
  tags:
5
  - real_time
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  - android
7
+ pipeline_tag: object-detection
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9
  ---
10
 
 
36
 
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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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+ | PPE-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.669 ms | 0 - 80 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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+ | PPE-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.732 ms | 1 - 3 MB | FP16 | NPU | [PPE-Detection.so](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.so) |
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+ | PPE-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.096 ms | 0 - 47 MB | FP16 | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.onnx) |
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+ | PPE-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.492 ms | 0 - 22 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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+ | PPE-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.535 ms | 1 - 21 MB | FP16 | NPU | [PPE-Detection.so](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.so) |
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+ | PPE-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.837 ms | 0 - 29 MB | FP16 | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.onnx) |
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+ | PPE-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.558 ms | 0 - 24 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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+ | PPE-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.544 ms | 1 - 22 MB | FP16 | NPU | Use Export Script |
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+ | PPE-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.837 ms | 1 - 21 MB | FP16 | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.onnx) |
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+ | PPE-Detection | SA7255P ADP | SA7255P | TFLITE | 28.918 ms | 0 - 12 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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+ | PPE-Detection | SA7255P ADP | SA7255P | QNN | 29.194 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | PPE-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.676 ms | 0 - 70 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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+ | PPE-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.741 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | PPE-Detection | SA8295P ADP | SA8295P | TFLITE | 1.806 ms | 0 - 13 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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+ | PPE-Detection | SA8295P ADP | SA8295P | QNN | 2.172 ms | 0 - 11 MB | FP16 | NPU | Use Export Script |
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+ | PPE-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.678 ms | 0 - 79 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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+ | PPE-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.738 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | PPE-Detection | SA8775P ADP | SA8775P | TFLITE | 1.54 ms | 0 - 12 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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+ | PPE-Detection | SA8775P ADP | SA8775P | QNN | 1.76 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
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+ | PPE-Detection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 28.918 ms | 0 - 12 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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+ | PPE-Detection | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 29.194 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | PPE-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.675 ms | 0 - 79 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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+ | PPE-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.734 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | PPE-Detection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.54 ms | 0 - 12 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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+ | PPE-Detection | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.76 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
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+ | PPE-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.406 ms | 0 - 18 MB | FP16 | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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+ | PPE-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.473 ms | 1 - 22 MB | FP16 | NPU | Use Export Script |
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+ | PPE-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.855 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | PPE-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.175 ms | 13 - 13 MB | FP16 | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.7
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+ Estimated peak memory usage (MB): [0, 80]
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  Total # Ops : 77
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  Compute Unit(s) : NPU (77 ops)
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  ```