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PidNet

Image Segmentation
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@@ -37,52 +37,52 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | PidNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 136.982 ms | 2 - 52 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 114.542 ms | 24 - 34 MB | NPU | Use Export Script |
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- | PidNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 58.674 ms | 2 - 64 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 63.016 ms | 19 - 94 MB | NPU | Use Export Script |
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- | PidNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 46.945 ms | 2 - 21 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 35.591 ms | 24 - 28 MB | NPU | Use Export Script |
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- | PidNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 57.111 ms | 0 - 50 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 44.65 ms | 22 - 37 MB | NPU | Use Export Script |
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- | PidNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 136.982 ms | 2 - 52 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 114.542 ms | 24 - 34 MB | NPU | Use Export Script |
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- | PidNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 47.006 ms | 2 - 23 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 35.616 ms | 24 - 26 MB | NPU | Use Export Script |
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- | PidNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 66.478 ms | 2 - 51 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 53.518 ms | 24 - 42 MB | NPU | Use Export Script |
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- | PidNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 46.99 ms | 2 - 19 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 35.818 ms | 26 - 28 MB | NPU | Use Export Script |
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- | PidNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 57.111 ms | 0 - 50 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 44.65 ms | 22 - 37 MB | NPU | Use Export Script |
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- | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 46.956 ms | 2 - 19 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 36.135 ms | 22 - 51 MB | NPU | Use Export Script |
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- | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 37.55 ms | 29 - 87 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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- | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 31.732 ms | 1 - 67 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 25.665 ms | 24 - 91 MB | NPU | Use Export Script |
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- | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 26.068 ms | 28 - 89 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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- | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 31.988 ms | 2 - 54 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 23.019 ms | 16 - 84 MB | NPU | Use Export Script |
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- | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 18.209 ms | 23 - 78 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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- | PidNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 36.402 ms | 24 - 24 MB | NPU | Use Export Script |
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- | PidNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 40.641 ms | 24 - 24 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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- | PidNet | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 100.964 ms | 1 - 37 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 51.18 ms | 1 - 53 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 50.103 ms | 1 - 30 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 51.097 ms | 1 - 38 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 165.666 ms | 1 - 41 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 100.964 ms | 1 - 37 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 50.348 ms | 1 - 30 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 58.722 ms | 1 - 39 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 50.215 ms | 1 - 24 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 51.097 ms | 1 - 38 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 50.145 ms | 1 - 22 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 80.569 ms | 68 - 102 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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- | PidNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 38.486 ms | 1 - 49 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 65.097 ms | 85 - 214 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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- | PidNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 47.058 ms | 1 - 43 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 56.149 ms | 59 - 181 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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- | PidNet | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 107.732 ms | 134 - 134 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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@@ -146,8 +146,8 @@ Profiling Results
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  PidNet
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 137.0
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- Estimated peak memory usage (MB): [2, 52]
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  Total # Ops : 169
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  Compute Unit(s) : npu (169 ops) gpu (0 ops) cpu (0 ops)
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  ```
 
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | PidNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 136.93 ms | 3 - 52 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 114.268 ms | 24 - 34 MB | NPU | Use Export Script |
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+ | PidNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 58.448 ms | 2 - 66 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 64.351 ms | 23 - 100 MB | NPU | Use Export Script |
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+ | PidNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 46.921 ms | 2 - 26 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 35.342 ms | 24 - 28 MB | NPU | Use Export Script |
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+ | PidNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 57.146 ms | 3 - 53 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 44.693 ms | 24 - 39 MB | NPU | Use Export Script |
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+ | PidNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 136.93 ms | 3 - 52 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 114.268 ms | 24 - 34 MB | NPU | Use Export Script |
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+ | PidNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 46.88 ms | 2 - 28 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 35.683 ms | 24 - 26 MB | NPU | Use Export Script |
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+ | PidNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 66.597 ms | 2 - 51 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 53.578 ms | 24 - 42 MB | NPU | Use Export Script |
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+ | PidNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 46.958 ms | 2 - 28 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 35.445 ms | 24 - 27 MB | NPU | Use Export Script |
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+ | PidNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 57.146 ms | 3 - 53 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 44.693 ms | 24 - 39 MB | NPU | Use Export Script |
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+ | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 47.055 ms | 2 - 20 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 35.911 ms | 24 - 58 MB | NPU | Use Export Script |
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+ | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 38.047 ms | 20 - 81 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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+ | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 31.629 ms | 2 - 63 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 26.197 ms | 23 - 87 MB | NPU | Use Export Script |
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+ | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 26.546 ms | 32 - 94 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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+ | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 31.912 ms | 1 - 55 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 23.699 ms | 16 - 85 MB | NPU | Use Export Script |
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+ | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 18.227 ms | 25 - 79 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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+ | PidNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 36.475 ms | 24 - 24 MB | NPU | Use Export Script |
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+ | PidNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 40.604 ms | 24 - 24 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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+ | PidNet | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 100.962 ms | 1 - 37 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 51.183 ms | 1 - 50 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 50.144 ms | 1 - 27 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 51.117 ms | 1 - 38 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 163.658 ms | 1 - 42 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 100.962 ms | 1 - 37 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 50.153 ms | 1 - 24 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 58.663 ms | 1 - 39 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 50.187 ms | 1 - 24 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 51.117 ms | 1 - 38 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 50.249 ms | 1 - 21 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 80.242 ms | 73 - 103 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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+ | PidNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 38.482 ms | 1 - 51 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 64.655 ms | 87 - 216 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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+ | PidNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 46.949 ms | 1 - 42 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 56.63 ms | 54 - 176 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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+ | PidNet | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 107.605 ms | 134 - 134 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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  PidNet
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 136.9
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+ Estimated peak memory usage (MB): [3, 52]
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  Total # Ops : 169
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  Compute Unit(s) : npu (169 ops) gpu (0 ops) cpu (0 ops)
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  ```