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Person-Foot-Detection-Quantized

Object Detection
PyTorch
TF Lite
ONNX
real_time
quantized
android
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@@ -38,34 +38,34 @@ 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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- | Person-Foot-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.144 ms | 0 - 5 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.288 ms | 0 - 5 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.so](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.so) |
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- | Person-Foot-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.661 ms | 0 - 4 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
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- | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.797 ms | 0 - 29 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.867 ms | 1 - 24 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.so](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.so) |
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- | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.167 ms | 0 - 58 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
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- | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.774 ms | 0 - 21 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.84 ms | 0 - 22 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.126 ms | 0 - 40 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
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- | Person-Foot-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 5.661 ms | 1 - 30 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.809 ms | 1 - 7 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 26.3 ms | 1 - 11 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.145 ms | 0 - 6 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.2 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 19.55 ms | 1 - 26 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 19.789 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.149 ms | 0 - 101 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.247 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.25 ms | 0 - 20 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 2.32 ms | 1 - 7 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.155 ms | 0 - 70 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.237 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 1.884 ms | 0 - 25 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 2.075 ms | 1 - 7 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.418 ms | 0 - 26 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.553 ms | 1 - 28 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.452 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.776 ms | 8 - 8 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
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@@ -130,10 +130,10 @@ Profiling Results
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  Person-Foot-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) : 1.1
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- Estimated peak memory usage (MB): [0, 5]
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- Total # Ops : 146
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- Compute Unit(s) : NPU (146 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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+ | Person-Foot-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.249 ms | 0 - 12 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.293 ms | 0 - 10 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.so](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.so) |
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+ | Person-Foot-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.742 ms | 0 - 17 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
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+ | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.883 ms | 0 - 32 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.873 ms | 1 - 37 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.so](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.so) |
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+ | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.151 ms | 0 - 35 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
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+ | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.889 ms | 0 - 26 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.907 ms | 0 - 28 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.096 ms | 1 - 31 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
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+ | Person-Foot-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 5.519 ms | 1 - 27 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.91 ms | 1 - 12 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 25.756 ms | 1 - 4 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.254 ms | 0 - 11 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.249 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 19.701 ms | 1 - 23 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 19.733 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.249 ms | 0 - 12 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.301 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.392 ms | 0 - 29 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 2.915 ms | 1 - 15 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.252 ms | 0 - 12 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.248 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 1.978 ms | 0 - 23 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 2.077 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.537 ms | 0 - 29 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.615 ms | 1 - 30 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.411 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.759 ms | 8 - 8 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
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  Person-Foot-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) : 1.2
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+ Estimated peak memory usage (MB): [0, 12]
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+ Total # Ops : 145
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+ Compute Unit(s) : NPU (145 ops)
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  ```
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