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PPE-Detection-Quantized

Object Detection
PyTorch
LiteRT
ONNX
real_time
quantized
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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- | PPE-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.25 ms | 0 - 45 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 | 0.243 ms | 0 - 3 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 | 0.389 ms | 0 - 43 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 | 0.184 ms | 0 - 36 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 | 0.189 ms | 0 - 18 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 | 0.273 ms | 0 - 33 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 | 0.156 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 | 0.179 ms | 0 - 21 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.285 ms | 0 - 23 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 | SA7255P ADP | SA7255P | TFLITE | 3.772 ms | 0 - 15 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 | SA7255P ADP | SA7255P | QNN | 3.778 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.247 ms | 0 - 46 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 | 0.248 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.712 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 | 0.697 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.241 ms | 0 - 44 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 | 0.244 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.521 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 | SA8775P ADP | SA8775P | QNN | 0.493 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.358 ms | 0 - 27 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 | 1.654 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 4.959 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 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 3.772 ms | 0 - 15 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 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 3.778 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.249 ms | 0 - 45 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 | 0.244 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.521 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 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.493 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.43 ms | 0 - 34 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 | 0.439 ms | 0 - 34 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.336 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.369 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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@@ -132,7 +132,7 @@ 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) : 0.2
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  Estimated peak memory usage (MB): [0, 45]
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  Total # Ops : 86
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  Compute Unit(s) : NPU (86 ops)
 
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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 | 0.251 ms | 0 - 45 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 | 0.247 ms | 0 - 45 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 | 0.362 ms | 0 - 33 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 | 0.186 ms | 0 - 37 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 | 0.18 ms | 0 - 32 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 | 0.275 ms | 0 - 36 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 | 0.153 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 | 0.158 ms | 0 - 21 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.32 ms | 0 - 19 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 | SA7255P ADP | SA7255P | TFLITE | 3.755 ms | 0 - 15 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 | SA7255P ADP | SA7255P | QNN | 3.712 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.246 ms | 0 - 45 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 | 0.236 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.745 ms | 0 - 19 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 | 0.708 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.249 ms | 0 - 46 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 | 0.248 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.527 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 | SA8775P ADP | SA8775P | QNN | 0.5 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.379 ms | 0 - 24 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 | 1.663 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 5.392 ms | 0 - 3 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 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 3.755 ms | 0 - 15 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 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 3.712 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.252 ms | 0 - 45 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 | 0.248 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.527 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 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.5 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.421 ms | 0 - 32 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 | 0.441 ms | 0 - 32 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.339 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.373 ms | 6 - 6 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) : 0.3
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  Estimated peak memory usage (MB): [0, 45]
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  Total # Ops : 86
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  Compute Unit(s) : NPU (86 ops)