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PPE-Detection-Quantized

Object Detection
PyTorch
TF Lite
ONNX
real_time
quantized
android
Model card Files Community
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@@ -37,32 +37,32 @@ 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-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.468 ms | 0 - 4 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.338 ms | 0 - 13 MB | INT8 | NPU | [PPE-Detection-Quantized.so](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.so) |
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- | PPE-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.61 ms | 0 - 8 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
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- | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.344 ms | 0 - 42 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.254 ms | 0 - 13 MB | INT8 | NPU | [PPE-Detection-Quantized.so](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.so) |
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- | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.472 ms | 0 - 50 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
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- | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.334 ms | 0 - 22 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.258 ms | 0 - 13 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.49 ms | 0 - 29 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
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- | PPE-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.104 ms | 1 - 29 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.988 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 8.776 ms | 1 - 8 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.474 ms | 0 - 10 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.32 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.475 ms | 0 - 1 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.321 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 0.474 ms | 0 - 121 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 0.317 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.472 ms | 0 - 2 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.318 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.094 ms | 0 - 21 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 1.528 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.687 ms | 0 - 42 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.464 ms | 1 - 17 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.445 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.709 ms | 7 - 7 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
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@@ -127,10 +127,10 @@ Profiling Results
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  PPE-Detection-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 0.5
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- Estimated peak memory usage (MB): [0, 4]
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- Total # Ops : 89
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- Compute Unit(s) : NPU (89 ops)
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  ```
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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-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.247 ms | 0 - 1 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.31 ms | 0 - 13 MB | INT8 | NPU | [PPE-Detection-Quantized.so](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.so) |
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+ | PPE-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.634 ms | 0 - 9 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
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+ | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.182 ms | 0 - 41 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.231 ms | 0 - 15 MB | INT8 | NPU | [PPE-Detection-Quantized.so](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.so) |
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+ | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.441 ms | 0 - 50 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
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+ | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.185 ms | 0 - 21 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.228 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.484 ms | 0 - 28 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
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+ | PPE-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.226 ms | 0 - 21 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.774 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 4.945 ms | 0 - 7 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.256 ms | 0 - 1 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.301 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.255 ms | 0 - 14 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.307 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 0.25 ms | 0 - 1 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 0.306 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.244 ms | 0 - 1 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.306 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.703 ms | 0 - 20 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 0.904 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.366 ms | 0 - 41 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.416 ms | 0 - 17 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.418 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.653 ms | 9 - 9 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
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  PPE-Detection-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 0.2
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+ Estimated peak memory usage (MB): [0, 1]
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+ Total # Ops : 86
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+ Compute Unit(s) : NPU (86 ops)
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  ```
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