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Person-Foot-Detection-Quantized

Object Detection
PyTorch
LiteRT
ONNX
real_time
quantized
android
Model card Files Community
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@@ -38,38 +38,38 @@ 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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- | Person-Foot-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.252 ms | 0 - 14 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.135 ms | 1 - 4 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.so](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.so) |
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- | Person-Foot-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.507 ms | 0 - 18 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.onnx) |
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- | Person-Foot-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.896 ms | 0 - 36 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.773 ms | 1 - 19 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.so](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.so) |
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- | Person-Foot-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.031 ms | 0 - 38 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.onnx) |
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- | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.878 ms | 0 - 27 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.871 ms | 1 - 26 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.986 ms | 0 - 32 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.onnx) |
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- | Person-Foot-Detection | SA7255P ADP | SA7255P | TFLITE | 19.588 ms | 1 - 25 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | SA7255P ADP | SA7255P | QNN | 19.306 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.246 ms | 0 - 15 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.141 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8295P ADP | SA8295P | TFLITE | 2.41 ms | 0 - 28 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | SA8295P ADP | SA8295P | QNN | 2.174 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.248 ms | 0 - 14 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.129 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8775P ADP | SA8775P | TFLITE | 1.954 ms | 0 - 24 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | SA8775P ADP | SA8775P | QNN | 1.731 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 5.142 ms | 1 - 31 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.814 ms | 1 - 13 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 25.905 ms | 1 - 4 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 19.588 ms | 1 - 25 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 19.306 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.252 ms | 0 - 15 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.123 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.954 ms | 0 - 24 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.731 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.704 ms | 0 - 35 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.709 ms | 1 - 32 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.315 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.594 ms | 8 - 8 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.onnx) |
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@@ -133,8 +133,8 @@ Profiling Results
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  Person-Foot-Detection
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 1.3
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- Estimated peak memory usage (MB): [0, 14]
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  Total # Ops : 143
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  Compute Unit(s) : NPU (143 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.244 ms | 0 - 12 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.276 ms | 1 - 11 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.so](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.so) |
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+ | Person-Foot-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.585 ms | 0 - 18 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.onnx) |
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+ | Person-Foot-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.891 ms | 0 - 37 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.882 ms | 24 - 59 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.so](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.so) |
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+ | Person-Foot-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.059 ms | 0 - 41 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.onnx) |
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+ | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.879 ms | 0 - 27 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.75 ms | 1 - 30 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.053 ms | 1 - 33 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.onnx) |
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+ | Person-Foot-Detection | SA7255P ADP | SA7255P | TFLITE | 19.566 ms | 1 - 25 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | SA7255P ADP | SA7255P | QNN | 19.322 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.247 ms | 0 - 16 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.14 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8295P ADP | SA8295P | TFLITE | 2.399 ms | 0 - 28 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | SA8295P ADP | SA8295P | QNN | 2.206 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.244 ms | 0 - 13 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.142 ms | 2 - 5 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8775P ADP | SA8775P | TFLITE | 1.972 ms | 0 - 24 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | SA8775P ADP | SA8775P | QNN | 1.728 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 5.385 ms | 1 - 31 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 7.016 ms | 1 - 15 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 24.841 ms | 1 - 4 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 19.566 ms | 1 - 25 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 19.322 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.245 ms | 0 - 12 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.126 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.972 ms | 0 - 24 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.728 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.694 ms | 0 - 37 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.758 ms | 1 - 36 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.361 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.687 ms | 7 - 7 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection.onnx) |
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  Person-Foot-Detection
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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 : 143
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  Compute Unit(s) : NPU (143 ops)
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  ```