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qualcomm
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PidNet

Image Segmentation
PyTorch
LiteRT
ONNX
real_time
android
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@@ -37,35 +37,35 @@ 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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- | PidNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 42.979 ms | 2 - 17 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 31.41 ms | 25 - 27 MB | FP16 | NPU | [PidNet.so](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.so) |
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- | PidNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 44.905 ms | 29 - 95 MB | FP16 | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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- | PidNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 29.652 ms | 2 - 61 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 21.971 ms | 24 - 42 MB | FP16 | NPU | [PidNet.so](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.so) |
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- | PidNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 30.579 ms | 28 - 87 MB | FP16 | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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- | PidNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 27.568 ms | 1 - 50 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 28.823 ms | 10 - 53 MB | FP16 | NPU | Use Export Script |
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- | PidNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 30.097 ms | 10 - 57 MB | FP16 | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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- | PidNet | SA7255P ADP | SA7255P | TFLITE | 670.759 ms | 2 - 50 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | SA7255P ADP | SA7255P | QNN | 653.99 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | PidNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 43.958 ms | 2 - 16 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 31.758 ms | 24 - 26 MB | FP16 | NPU | Use Export Script |
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- | PidNet | SA8295P ADP | SA8295P | TFLITE | 58.863 ms | 2 - 49 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | SA8295P ADP | SA8295P | QNN | 44.036 ms | 24 - 42 MB | FP16 | NPU | Use Export Script |
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- | PidNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 43.065 ms | 2 - 17 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 32.431 ms | 24 - 27 MB | FP16 | NPU | Use Export Script |
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- | PidNet | SA8775P ADP | SA8775P | TFLITE | 61.855 ms | 0 - 48 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | SA8775P ADP | SA8775P | QNN | 46.8 ms | 23 - 33 MB | FP16 | NPU | Use Export Script |
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- | PidNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 670.759 ms | 2 - 50 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 653.99 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | PidNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 44.531 ms | 2 - 17 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 31.392 ms | 24 - 27 MB | FP16 | NPU | Use Export Script |
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- | PidNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 61.855 ms | 0 - 48 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 46.8 ms | 23 - 33 MB | FP16 | NPU | Use Export Script |
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- | PidNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 54.017 ms | 2 - 61 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 54.115 ms | 24 - 67 MB | FP16 | NPU | Use Export Script |
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- | PidNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 31.297 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
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- | PidNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 42.839 ms | 24 - 24 MB | FP16 | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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@@ -129,8 +129,8 @@ Profiling Results
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  PidNet
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 43.0
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- Estimated peak memory usage (MB): [2, 17]
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  Total # Ops : 169
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  Compute Unit(s) : NPU (169 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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+ | PidNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 46.878 ms | 2 - 24 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 35.797 ms | 24 - 26 MB | FP16 | NPU | [PidNet.so](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.so) |
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+ | PidNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 37.324 ms | 29 - 86 MB | FP16 | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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+ | PidNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 31.831 ms | 1 - 63 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 25.654 ms | 24 - 42 MB | FP16 | NPU | [PidNet.so](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.so) |
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+ | PidNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 26.719 ms | 28 - 89 MB | FP16 | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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+ | PidNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 31.918 ms | 1 - 54 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 26.827 ms | 11 - 56 MB | FP16 | NPU | Use Export Script |
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+ | PidNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 22.324 ms | 29 - 84 MB | FP16 | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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+ | PidNet | SA7255P ADP | SA7255P | TFLITE | 687.54 ms | 0 - 49 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | SA7255P ADP | SA7255P | QNN | 663.552 ms | 24 - 33 MB | FP16 | NPU | Use Export Script |
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+ | PidNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 47.273 ms | 3 - 19 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 35.949 ms | 25 - 27 MB | FP16 | NPU | Use Export Script |
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+ | PidNet | SA8295P ADP | SA8295P | TFLITE | 66.571 ms | 2 - 51 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | SA8295P ADP | SA8295P | QNN | 53.284 ms | 24 - 42 MB | FP16 | NPU | Use Export Script |
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+ | PidNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 47.008 ms | 2 - 20 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 35.816 ms | 26 - 28 MB | FP16 | NPU | Use Export Script |
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+ | PidNet | SA8775P ADP | SA8775P | TFLITE | 70.238 ms | 0 - 49 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | SA8775P ADP | SA8775P | QNN | 54.114 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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+ | PidNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 687.54 ms | 0 - 49 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 663.552 ms | 24 - 33 MB | FP16 | NPU | Use Export Script |
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+ | PidNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 47.036 ms | 2 - 19 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 35.441 ms | 24 - 27 MB | FP16 | NPU | Use Export Script |
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+ | PidNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 70.238 ms | 0 - 49 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 54.114 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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+ | PidNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 58.785 ms | 2 - 64 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 58.22 ms | 24 - 70 MB | FP16 | NPU | Use Export Script |
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+ | PidNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 36.488 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
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+ | PidNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 40.714 ms | 24 - 24 MB | FP16 | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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  PidNet
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 46.9
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+ Estimated peak memory usage (MB): [2, 24]
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  Total # Ops : 169
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  Compute Unit(s) : NPU (169 ops)
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  ```